{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f6facd59",
   "metadata": {},
   "source": [
    "投资组合 准备代码Prepare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8fe52735",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 数据处理最重要的模块\n",
    "import pandas as pd # 数据处理最重要的模块\n",
    "import scipy.stats as stats # 统计模块\n",
    "import scipy\n",
    "# import pymysql  # 导入数据库模块\n",
    "\n",
    "from datetime import datetime # 时间模块\n",
    "import statsmodels.formula.api as smf  # OLS regression\n",
    "\n",
    "# import pyreadr # read RDS file\n",
    "\n",
    "from matplotlib import style\n",
    "import matplotlib.pyplot as plt  # 画图模块\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "from matplotlib.font_manager import FontProperties # 作图中文\n",
    "from pylab import mpl\n",
    "#mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "#输出矢量图 渲染矢量图\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "from IPython.core.interactiveshell import InteractiveShell # jupyter运行输出的模块\n",
    "#显示每一个运行结果\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "#设置行不限制数量\n",
    "#pd.set_option('display.max_rows',None)\n",
    "\n",
    "#设置列不限制数量\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "95ec6a22",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>Trdmnt</th>\n",
       "      <th>Opndt</th>\n",
       "      <th>Mopnprc</th>\n",
       "      <th>Clsdt</th>\n",
       "      <th>Mclsprc</th>\n",
       "      <th>Mnshrtrd</th>\n",
       "      <th>Mnvaltrd</th>\n",
       "      <th>floatingvalue</th>\n",
       "      <th>totalvalue</th>\n",
       "      <th>Ndaytrd</th>\n",
       "      <th>Return</th>\n",
       "      <th>Mretnd</th>\n",
       "      <th>Markettype</th>\n",
       "      <th>Capchgdt</th>\n",
       "      <th>Ahshrtrd_M</th>\n",
       "      <th>Ahvaltrd_M</th>\n",
       "      <th>month</th>\n",
       "      <th>rfmonth</th>\n",
       "      <th>ret</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-04</td>\n",
       "      <td>3</td>\n",
       "      <td>49.00</td>\n",
       "      <td>30</td>\n",
       "      <td>43.68</td>\n",
       "      <td>13400</td>\n",
       "      <td>6.150000e+05</td>\n",
       "      <td>1.157520e+09</td>\n",
       "      <td>2.118487e+09</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-04-30</td>\n",
       "      <td>0.006651</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-05</td>\n",
       "      <td>2</td>\n",
       "      <td>43.46</td>\n",
       "      <td>31</td>\n",
       "      <td>38.34</td>\n",
       "      <td>187800</td>\n",
       "      <td>7.675000e+06</td>\n",
       "      <td>1.016010e+09</td>\n",
       "      <td>1.859497e+09</td>\n",
       "      <td>24</td>\n",
       "      <td>-0.122253</td>\n",
       "      <td>0.235714</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-05-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.128345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-06</td>\n",
       "      <td>1</td>\n",
       "      <td>38.53</td>\n",
       "      <td>28</td>\n",
       "      <td>33.99</td>\n",
       "      <td>30600</td>\n",
       "      <td>1.094000e+06</td>\n",
       "      <td>9.007350e+08</td>\n",
       "      <td>1.648521e+09</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-06-30</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.119551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-07</td>\n",
       "      <td>1</td>\n",
       "      <td>33.65</td>\n",
       "      <td>31</td>\n",
       "      <td>29.54</td>\n",
       "      <td>6100</td>\n",
       "      <td>1.940430e+05</td>\n",
       "      <td>7.828100e+08</td>\n",
       "      <td>1.432695e+09</td>\n",
       "      <td>16</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.137013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-08</td>\n",
       "      <td>1</td>\n",
       "      <td>29.39</td>\n",
       "      <td>31</td>\n",
       "      <td>15.00</td>\n",
       "      <td>3243100</td>\n",
       "      <td>4.957624e+07</td>\n",
       "      <td>6.748338e+08</td>\n",
       "      <td>1.346275e+09</td>\n",
       "      <td>15</td>\n",
       "      <td>-0.411588</td>\n",
       "      <td>-0.411587</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-08-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.417680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>886908</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-05</td>\n",
       "      <td>6</td>\n",
       "      <td>20.00</td>\n",
       "      <td>30</td>\n",
       "      <td>20.46</td>\n",
       "      <td>92609592</td>\n",
       "      <td>1.922463e+09</td>\n",
       "      <td>5.707967e+08</td>\n",
       "      <td>1.979115e+09</td>\n",
       "      <td>19</td>\n",
       "      <td>0.051312</td>\n",
       "      <td>0.051715</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-05-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886909</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-06</td>\n",
       "      <td>3</td>\n",
       "      <td>20.40</td>\n",
       "      <td>30</td>\n",
       "      <td>21.26</td>\n",
       "      <td>73152031</td>\n",
       "      <td>1.580767e+09</td>\n",
       "      <td>5.931152e+08</td>\n",
       "      <td>2.056500e+09</td>\n",
       "      <td>20</td>\n",
       "      <td>0.039101</td>\n",
       "      <td>0.039101</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-06-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886910</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-07</td>\n",
       "      <td>1</td>\n",
       "      <td>21.13</td>\n",
       "      <td>31</td>\n",
       "      <td>22.44</td>\n",
       "      <td>96064221</td>\n",
       "      <td>2.126994e+09</td>\n",
       "      <td>6.260351e+08</td>\n",
       "      <td>2.170642e+09</td>\n",
       "      <td>23</td>\n",
       "      <td>0.055503</td>\n",
       "      <td>0.055503</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-07-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>886911</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-08</td>\n",
       "      <td>1</td>\n",
       "      <td>22.12</td>\n",
       "      <td>29</td>\n",
       "      <td>21.65</td>\n",
       "      <td>63953451</td>\n",
       "      <td>1.432608e+09</td>\n",
       "      <td>6.039955e+08</td>\n",
       "      <td>2.094225e+09</td>\n",
       "      <td>21</td>\n",
       "      <td>-0.035205</td>\n",
       "      <td>-0.035205</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-08-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886912</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-09</td>\n",
       "      <td>1</td>\n",
       "      <td>21.75</td>\n",
       "      <td>30</td>\n",
       "      <td>21.07</td>\n",
       "      <td>83403669</td>\n",
       "      <td>1.981091e+09</td>\n",
       "      <td>5.878146e+08</td>\n",
       "      <td>2.038121e+09</td>\n",
       "      <td>22</td>\n",
       "      <td>-0.026790</td>\n",
       "      <td>-0.026790</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-09-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>886913 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Stkcd   Trdmnt  Opndt  Mopnprc  Clsdt  Mclsprc  Mnshrtrd  \\\n",
       "0       000001  1991-04      3    49.00     30    43.68     13400   \n",
       "1       000001  1991-05      2    43.46     31    38.34    187800   \n",
       "2       000001  1991-06      1    38.53     28    33.99     30600   \n",
       "3       000001  1991-07      1    33.65     31    29.54      6100   \n",
       "4       000001  1991-08      1    29.39     31    15.00   3243100   \n",
       "...        ...      ...    ...      ...    ...      ...       ...   \n",
       "886908  920992  2025-05      6    20.00     30    20.46  92609592   \n",
       "886909  920992  2025-06      3    20.40     30    21.26  73152031   \n",
       "886910  920992  2025-07      1    21.13     31    22.44  96064221   \n",
       "886911  920992  2025-08      1    22.12     29    21.65  63953451   \n",
       "886912  920992  2025-09      1    21.75     30    21.07  83403669   \n",
       "\n",
       "            Mnvaltrd  floatingvalue    totalvalue  Ndaytrd    Return  \\\n",
       "0       6.150000e+05   1.157520e+09  2.118487e+09       20       NaN   \n",
       "1       7.675000e+06   1.016010e+09  1.859497e+09       24 -0.122253   \n",
       "2       1.094000e+06   9.007350e+08  1.648521e+09       23 -0.113459   \n",
       "3       1.940430e+05   7.828100e+08  1.432695e+09       16 -0.130921   \n",
       "4       4.957624e+07   6.748338e+08  1.346275e+09       15 -0.411588   \n",
       "...              ...            ...           ...      ...       ...   \n",
       "886908  1.922463e+09   5.707967e+08  1.979115e+09       19  0.051312   \n",
       "886909  1.580767e+09   5.931152e+08  2.056500e+09       20  0.039101   \n",
       "886910  2.126994e+09   6.260351e+08  2.170642e+09       23  0.055503   \n",
       "886911  1.432608e+09   6.039955e+08  2.094225e+09       21 -0.035205   \n",
       "886912  1.981091e+09   5.878146e+08  2.038121e+09       22 -0.026790   \n",
       "\n",
       "          Mretnd  Markettype    Capchgdt  Ahshrtrd_M  Ahvaltrd_M      month  \\\n",
       "0            NaN           4  1991-04-03         NaN         NaN 1991-04-30   \n",
       "1       0.235714           4  1991-04-03         NaN         NaN 1991-05-31   \n",
       "2      -0.113459           4  1991-04-03         NaN         NaN 1991-06-30   \n",
       "3      -0.130921           4  1991-04-03         NaN         NaN 1991-07-31   \n",
       "4      -0.411587           4  1991-08-01         NaN         NaN 1991-08-31   \n",
       "...          ...         ...         ...         ...         ...        ...   \n",
       "886908  0.051715          64  2023-04-25         0.0         0.0 2025-05-31   \n",
       "886909  0.039101          64  2023-04-25         0.0         0.0 2025-06-30   \n",
       "886910  0.055503          64  2023-04-25         0.0         0.0 2025-07-31   \n",
       "886911 -0.035205          64  2023-04-25         0.0         0.0 2025-08-31   \n",
       "886912 -0.026790          64  2023-04-25         0.0         0.0 2025-09-30   \n",
       "\n",
       "         rfmonth       ret  \n",
       "0       0.006651       NaN  \n",
       "1       0.006092 -0.128345  \n",
       "2       0.006092 -0.119551  \n",
       "3       0.006092 -0.137013  \n",
       "4       0.006092 -0.417680  \n",
       "...          ...       ...  \n",
       "886908       NaN       NaN  \n",
       "886909       NaN       NaN  \n",
       "886910       NaN       NaN  \n",
       "886911       NaN       NaN  \n",
       "886912       NaN       NaN  \n",
       "\n",
       "[886913 rows x 20 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross = pd.read_csv('TRD_Mnth202509.csv')\n",
    "from pandas.tseries.offsets import MonthEnd\n",
    "# 处理月份格式\n",
    "cross['month'] = pd.to_datetime(cross['Trdmnt'], format='%Y-%m') + MonthEnd(1)\n",
    "# 补齐股票代码 如果不满6位 在前面补上0\n",
    "cross['Stkcd'] = cross['Stkcd'].apply(lambda x: '{:0>6}'.format(x)) # 6位股票代码\n",
    "# 重命名列以匹配后续代码\n",
    "cross.rename(columns={'Mretwd': 'Return', 'Msmvosd': 'floatingvalue', 'Msmvttl': 'totalvalue'}, inplace=True)\n",
    "\n",
    "# 导入无风险利率数据\n",
    "rf_data = pd.read_csv('Marketret_mon_stock2024.csv')\n",
    "# 处理月份格式\n",
    "rf_data['month'] = pd.to_datetime(rf_data['month'], format='%b %Y') + MonthEnd(1)\n",
    "# 只保留需要的列\n",
    "rf_data = rf_data[['month', 'rfmonth']]\n",
    "\n",
    "# 合并无风险利率到cross\n",
    "cross = pd.merge(cross, rf_data, on='month', how='left')\n",
    "\n",
    "# 计算超额收益率\n",
    "cross['ret'] = cross['Return'] - cross['rfmonth']\n",
    "cross['floatingvalue'] = cross['floatingvalue'] * 1000\n",
    "cross['totalvalue'] = cross['totalvalue'] * 1000\n",
    "cross"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "888f6cbd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方法1完成：补全日期序列后使用shift\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>month</th>\n",
       "      <th>ret</th>\n",
       "      <th>next_ret_method1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>000001</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-05-31</td>\n",
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       "      <td>-0.119551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-06-30</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.137013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.417680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-08-31</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.039425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-09-30</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>0.849080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-10-31</td>\n",
       "      <td>0.849080</td>\n",
       "      <td>0.016213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-11-30</td>\n",
       "      <td>0.016213</td>\n",
       "      <td>0.061181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-12-31</td>\n",
       "      <td>0.061181</td>\n",
       "      <td>0.055237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-01-31</td>\n",
       "      <td>0.055237</td>\n",
       "      <td>0.006749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-02-29</td>\n",
       "      <td>0.006749</td>\n",
       "      <td>0.239957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-03-31</td>\n",
       "      <td>0.239957</td>\n",
       "      <td>0.471835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-04-30</td>\n",
       "      <td>0.471835</td>\n",
       "      <td>0.167934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-05-31</td>\n",
       "      <td>0.167934</td>\n",
       "      <td>-0.076888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-06-30</td>\n",
       "      <td>-0.076888</td>\n",
       "      <td>0.079622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-07-31</td>\n",
       "      <td>0.079622</td>\n",
       "      <td>-0.101487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-08-31</td>\n",
       "      <td>-0.101487</td>\n",
       "      <td>0.075120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-09-30</td>\n",
       "      <td>0.075120</td>\n",
       "      <td>-0.110352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-10-31</td>\n",
       "      <td>-0.110352</td>\n",
       "      <td>-0.047394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-11-30</td>\n",
       "      <td>-0.047394</td>\n",
       "      <td>0.155788</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Stkcd      month       ret  next_ret_method1\n",
       "0   000001 1991-04-30       NaN         -0.128345\n",
       "1   000001 1991-05-31 -0.128345         -0.119551\n",
       "2   000001 1991-06-30 -0.119551         -0.137013\n",
       "3   000001 1991-07-31 -0.137013         -0.417680\n",
       "4   000001 1991-08-31 -0.417680         -0.039425\n",
       "5   000001 1991-09-30 -0.039425          0.849080\n",
       "6   000001 1991-10-31  0.849080          0.016213\n",
       "7   000001 1991-11-30  0.016213          0.061181\n",
       "8   000001 1991-12-31  0.061181          0.055237\n",
       "9   000001 1992-01-31  0.055237          0.006749\n",
       "10  000001 1992-02-29  0.006749          0.239957\n",
       "11  000001 1992-03-31  0.239957          0.471835\n",
       "12  000001 1992-04-30  0.471835          0.167934\n",
       "13  000001 1992-05-31  0.167934         -0.076888\n",
       "14  000001 1992-06-30 -0.076888          0.079622\n",
       "15  000001 1992-07-31  0.079622         -0.101487\n",
       "16  000001 1992-08-31 -0.101487          0.075120\n",
       "17  000001 1992-09-30  0.075120         -0.110352\n",
       "18  000001 1992-10-31 -0.110352         -0.047394\n",
       "19  000001 1992-11-30 -0.047394          0.155788"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 生成下一个月的收益率\n",
    "\n",
    "# 方法1：补全所有个股的日期序列，再使用shift\n",
    "# 创建所有日期和股票代码的完整组合\n",
    "all_months = pd.DataFrame(cross['month'].unique(), columns=['month'])\n",
    "all_stocks = pd.DataFrame(cross['Stkcd'].unique(), columns=['Stkcd'])\n",
    "# 创建笛卡尔积 - 所有股票和所有月份的组合\n",
    "full_index = all_stocks.merge(all_months, how='cross')\n",
    "\n",
    "# 将原始数据合并到完整索引中\n",
    "cross_full = full_index.merge(cross, on=['Stkcd', 'month'], how='left')\n",
    "# 按股票代码和月份排序\n",
    "cross_full = cross_full.sort_values(['Stkcd', 'month'])\n",
    "# 使用shift生成下月收益率\n",
    "cross_full['next_ret_method1'] = cross_full.groupby('Stkcd')['ret'].shift(-1)\n",
    "\n",
    "# 只保留原始数据存在的行\n",
    "cross = cross.merge(cross_full[['Stkcd', 'month', 'next_ret_method1']], \n",
    "                    on=['Stkcd', 'month'], how='left')\n",
    "\n",
    "print(\"方法1完成：补全日期序列后使用shift\")\n",
    "cross[['Stkcd', 'month', 'ret', 'next_ret_method1']].head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3b0f3ea0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方法2完成：日期加一个月后合并\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>month</th>\n",
       "      <th>ret</th>\n",
       "      <th>next_ret_method1</th>\n",
       "      <th>next_ret_method2</th>\n",
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       "      <td>-0.128345</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-05-31</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.119551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-06-30</td>\n",
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       "      <td>-0.137013</td>\n",
       "      <td>-0.137013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.417680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-08-31</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>-0.039425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-09-30</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>0.849080</td>\n",
       "      <td>0.849080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-10-31</td>\n",
       "      <td>0.849080</td>\n",
       "      <td>0.016213</td>\n",
       "      <td>0.016213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-11-30</td>\n",
       "      <td>0.016213</td>\n",
       "      <td>0.061181</td>\n",
       "      <td>0.061181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-12-31</td>\n",
       "      <td>0.061181</td>\n",
       "      <td>0.055237</td>\n",
       "      <td>0.055237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-01-31</td>\n",
       "      <td>0.055237</td>\n",
       "      <td>0.006749</td>\n",
       "      <td>0.006749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-02-29</td>\n",
       "      <td>0.006749</td>\n",
       "      <td>0.239957</td>\n",
       "      <td>0.239957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-03-31</td>\n",
       "      <td>0.239957</td>\n",
       "      <td>0.471835</td>\n",
       "      <td>0.471835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-04-30</td>\n",
       "      <td>0.471835</td>\n",
       "      <td>0.167934</td>\n",
       "      <td>0.167934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-05-31</td>\n",
       "      <td>0.167934</td>\n",
       "      <td>-0.076888</td>\n",
       "      <td>-0.076888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-06-30</td>\n",
       "      <td>-0.076888</td>\n",
       "      <td>0.079622</td>\n",
       "      <td>0.079622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-07-31</td>\n",
       "      <td>0.079622</td>\n",
       "      <td>-0.101487</td>\n",
       "      <td>-0.101487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-08-31</td>\n",
       "      <td>-0.101487</td>\n",
       "      <td>0.075120</td>\n",
       "      <td>0.075120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-09-30</td>\n",
       "      <td>0.075120</td>\n",
       "      <td>-0.110352</td>\n",
       "      <td>-0.110352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-10-31</td>\n",
       "      <td>-0.110352</td>\n",
       "      <td>-0.047394</td>\n",
       "      <td>-0.047394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000001</td>\n",
       "      <td>1992-11-30</td>\n",
       "      <td>-0.047394</td>\n",
       "      <td>0.155788</td>\n",
       "      <td>0.155788</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Stkcd      month       ret  next_ret_method1  next_ret_method2\n",
       "0   000001 1991-04-30       NaN         -0.128345         -0.128345\n",
       "1   000001 1991-05-31 -0.128345         -0.119551         -0.119551\n",
       "2   000001 1991-06-30 -0.119551         -0.137013         -0.137013\n",
       "3   000001 1991-07-31 -0.137013         -0.417680         -0.417680\n",
       "4   000001 1991-08-31 -0.417680         -0.039425         -0.039425\n",
       "5   000001 1991-09-30 -0.039425          0.849080          0.849080\n",
       "6   000001 1991-10-31  0.849080          0.016213          0.016213\n",
       "7   000001 1991-11-30  0.016213          0.061181          0.061181\n",
       "8   000001 1991-12-31  0.061181          0.055237          0.055237\n",
       "9   000001 1992-01-31  0.055237          0.006749          0.006749\n",
       "10  000001 1992-02-29  0.006749          0.239957          0.239957\n",
       "11  000001 1992-03-31  0.239957          0.471835          0.471835\n",
       "12  000001 1992-04-30  0.471835          0.167934          0.167934\n",
       "13  000001 1992-05-31  0.167934         -0.076888         -0.076888\n",
       "14  000001 1992-06-30 -0.076888          0.079622          0.079622\n",
       "15  000001 1992-07-31  0.079622         -0.101487         -0.101487\n",
       "16  000001 1992-08-31 -0.101487          0.075120          0.075120\n",
       "17  000001 1992-09-30  0.075120         -0.110352         -0.110352\n",
       "18  000001 1992-10-31 -0.110352         -0.047394         -0.047394\n",
       "19  000001 1992-11-30 -0.047394          0.155788          0.155788"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法2：截取个股收益率数据，日期加一个月，重命名后合并回去\n",
    "# 创建下月收益率数据\n",
    "next_ret_data = cross[['Stkcd', 'month', 'ret']].copy()\n",
    "# 月份减少一个月\n",
    "next_ret_data['month'] = next_ret_data['month'] - MonthEnd(1)\n",
    "# 重命名收益率列\n",
    "next_ret_data.rename(columns={'ret': 'next_ret_method2'}, inplace=True)\n",
    "\n",
    "# 合并回原数据\n",
    "cross = cross.merge(next_ret_data, on=['Stkcd', 'month'], how='left')\n",
    "\n",
    "print(\"方法2完成：日期加一个月后合并\")\n",
    "cross[['Stkcd', 'month', 'ret', 'next_ret_method1', 'next_ret_method2']].head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bcbbb8ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "两种方法的差异统计：\n",
      "count    827102.0\n",
      "mean          0.0\n",
      "std           0.0\n",
      "min           0.0\n",
      "25%           0.0\n",
      "50%           0.0\n",
      "75%           0.0\n",
      "max           0.0\n",
      "Name: difference, dtype: float64\n",
      "\n",
      "完全一致的记录数: 827102\n",
      "总记录数: 886913\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>Trdmnt</th>\n",
       "      <th>Opndt</th>\n",
       "      <th>Mopnprc</th>\n",
       "      <th>Clsdt</th>\n",
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       "      <th>Ahshrtrd_M</th>\n",
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       "      <th>rfmonth</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-04</td>\n",
       "      <td>3</td>\n",
       "      <td>49.00</td>\n",
       "      <td>30</td>\n",
       "      <td>43.68</td>\n",
       "      <td>13400</td>\n",
       "      <td>6.150000e+05</td>\n",
       "      <td>1.157520e+09</td>\n",
       "      <td>2.118487e+09</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-04-30</td>\n",
       "      <td>0.006651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.128345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-05</td>\n",
       "      <td>2</td>\n",
       "      <td>43.46</td>\n",
       "      <td>31</td>\n",
       "      <td>38.34</td>\n",
       "      <td>187800</td>\n",
       "      <td>7.675000e+06</td>\n",
       "      <td>1.016010e+09</td>\n",
       "      <td>1.859497e+09</td>\n",
       "      <td>24</td>\n",
       "      <td>-0.122253</td>\n",
       "      <td>0.235714</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-05-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.119551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-06</td>\n",
       "      <td>1</td>\n",
       "      <td>38.53</td>\n",
       "      <td>28</td>\n",
       "      <td>33.99</td>\n",
       "      <td>30600</td>\n",
       "      <td>1.094000e+06</td>\n",
       "      <td>9.007350e+08</td>\n",
       "      <td>1.648521e+09</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-06-30</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.137013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-07</td>\n",
       "      <td>1</td>\n",
       "      <td>33.65</td>\n",
       "      <td>31</td>\n",
       "      <td>29.54</td>\n",
       "      <td>6100</td>\n",
       "      <td>1.940430e+05</td>\n",
       "      <td>7.828100e+08</td>\n",
       "      <td>1.432695e+09</td>\n",
       "      <td>16</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.417680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-08</td>\n",
       "      <td>1</td>\n",
       "      <td>29.39</td>\n",
       "      <td>31</td>\n",
       "      <td>15.00</td>\n",
       "      <td>3243100</td>\n",
       "      <td>4.957624e+07</td>\n",
       "      <td>6.748338e+08</td>\n",
       "      <td>1.346275e+09</td>\n",
       "      <td>15</td>\n",
       "      <td>-0.411588</td>\n",
       "      <td>-0.411587</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-08-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.039425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886908</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-05</td>\n",
       "      <td>6</td>\n",
       "      <td>20.00</td>\n",
       "      <td>30</td>\n",
       "      <td>20.46</td>\n",
       "      <td>92609592</td>\n",
       "      <td>1.922463e+09</td>\n",
       "      <td>5.707967e+08</td>\n",
       "      <td>1.979115e+09</td>\n",
       "      <td>19</td>\n",
       "      <td>0.051312</td>\n",
       "      <td>0.051715</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-05-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886909</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-06</td>\n",
       "      <td>3</td>\n",
       "      <td>20.40</td>\n",
       "      <td>30</td>\n",
       "      <td>21.26</td>\n",
       "      <td>73152031</td>\n",
       "      <td>1.580767e+09</td>\n",
       "      <td>5.931152e+08</td>\n",
       "      <td>2.056500e+09</td>\n",
       "      <td>20</td>\n",
       "      <td>0.039101</td>\n",
       "      <td>0.039101</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-06-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886910</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-07</td>\n",
       "      <td>1</td>\n",
       "      <td>21.13</td>\n",
       "      <td>31</td>\n",
       "      <td>22.44</td>\n",
       "      <td>96064221</td>\n",
       "      <td>2.126994e+09</td>\n",
       "      <td>6.260351e+08</td>\n",
       "      <td>2.170642e+09</td>\n",
       "      <td>23</td>\n",
       "      <td>0.055503</td>\n",
       "      <td>0.055503</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-07-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886911</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-08</td>\n",
       "      <td>1</td>\n",
       "      <td>22.12</td>\n",
       "      <td>29</td>\n",
       "      <td>21.65</td>\n",
       "      <td>63953451</td>\n",
       "      <td>1.432608e+09</td>\n",
       "      <td>6.039955e+08</td>\n",
       "      <td>2.094225e+09</td>\n",
       "      <td>21</td>\n",
       "      <td>-0.035205</td>\n",
       "      <td>-0.035205</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-08-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886912</th>\n",
       "      <td>920992</td>\n",
       "      <td>2025-09</td>\n",
       "      <td>1</td>\n",
       "      <td>21.75</td>\n",
       "      <td>30</td>\n",
       "      <td>21.07</td>\n",
       "      <td>83403669</td>\n",
       "      <td>1.981091e+09</td>\n",
       "      <td>5.878146e+08</td>\n",
       "      <td>2.038121e+09</td>\n",
       "      <td>22</td>\n",
       "      <td>-0.026790</td>\n",
       "      <td>-0.026790</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2025-09-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>886913 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Stkcd   Trdmnt  Opndt  Mopnprc  Clsdt  Mclsprc  Mnshrtrd  \\\n",
       "0       000001  1991-04      3    49.00     30    43.68     13400   \n",
       "1       000001  1991-05      2    43.46     31    38.34    187800   \n",
       "2       000001  1991-06      1    38.53     28    33.99     30600   \n",
       "3       000001  1991-07      1    33.65     31    29.54      6100   \n",
       "4       000001  1991-08      1    29.39     31    15.00   3243100   \n",
       "...        ...      ...    ...      ...    ...      ...       ...   \n",
       "886908  920992  2025-05      6    20.00     30    20.46  92609592   \n",
       "886909  920992  2025-06      3    20.40     30    21.26  73152031   \n",
       "886910  920992  2025-07      1    21.13     31    22.44  96064221   \n",
       "886911  920992  2025-08      1    22.12     29    21.65  63953451   \n",
       "886912  920992  2025-09      1    21.75     30    21.07  83403669   \n",
       "\n",
       "            Mnvaltrd  floatingvalue    totalvalue  Ndaytrd    Return  \\\n",
       "0       6.150000e+05   1.157520e+09  2.118487e+09       20       NaN   \n",
       "1       7.675000e+06   1.016010e+09  1.859497e+09       24 -0.122253   \n",
       "2       1.094000e+06   9.007350e+08  1.648521e+09       23 -0.113459   \n",
       "3       1.940430e+05   7.828100e+08  1.432695e+09       16 -0.130921   \n",
       "4       4.957624e+07   6.748338e+08  1.346275e+09       15 -0.411588   \n",
       "...              ...            ...           ...      ...       ...   \n",
       "886908  1.922463e+09   5.707967e+08  1.979115e+09       19  0.051312   \n",
       "886909  1.580767e+09   5.931152e+08  2.056500e+09       20  0.039101   \n",
       "886910  2.126994e+09   6.260351e+08  2.170642e+09       23  0.055503   \n",
       "886911  1.432608e+09   6.039955e+08  2.094225e+09       21 -0.035205   \n",
       "886912  1.981091e+09   5.878146e+08  2.038121e+09       22 -0.026790   \n",
       "\n",
       "          Mretnd  Markettype    Capchgdt  Ahshrtrd_M  Ahvaltrd_M      month  \\\n",
       "0            NaN           4  1991-04-03         NaN         NaN 1991-04-30   \n",
       "1       0.235714           4  1991-04-03         NaN         NaN 1991-05-31   \n",
       "2      -0.113459           4  1991-04-03         NaN         NaN 1991-06-30   \n",
       "3      -0.130921           4  1991-04-03         NaN         NaN 1991-07-31   \n",
       "4      -0.411587           4  1991-08-01         NaN         NaN 1991-08-31   \n",
       "...          ...         ...         ...         ...         ...        ...   \n",
       "886908  0.051715          64  2023-04-25         0.0         0.0 2025-05-31   \n",
       "886909  0.039101          64  2023-04-25         0.0         0.0 2025-06-30   \n",
       "886910  0.055503          64  2023-04-25         0.0         0.0 2025-07-31   \n",
       "886911 -0.035205          64  2023-04-25         0.0         0.0 2025-08-31   \n",
       "886912 -0.026790          64  2023-04-25         0.0         0.0 2025-09-30   \n",
       "\n",
       "         rfmonth       ret  next_ret  \n",
       "0       0.006651       NaN -0.128345  \n",
       "1       0.006092 -0.128345 -0.119551  \n",
       "2       0.006092 -0.119551 -0.137013  \n",
       "3       0.006092 -0.137013 -0.417680  \n",
       "4       0.006092 -0.417680 -0.039425  \n",
       "...          ...       ...       ...  \n",
       "886908       NaN       NaN       NaN  \n",
       "886909       NaN       NaN       NaN  \n",
       "886910       NaN       NaN       NaN  \n",
       "886911       NaN       NaN       NaN  \n",
       "886912       NaN       NaN       NaN  \n",
       "\n",
       "[886913 rows x 21 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 验证两种方法的结果是否一致\n",
    "comparison = cross[['Stkcd', 'month', 'ret', 'next_ret_method1', 'next_ret_method2']].copy()\n",
    "comparison['difference'] = comparison['next_ret_method1'] - comparison['next_ret_method2']\n",
    "\n",
    "print(\"两种方法的差异统计：\")\n",
    "print(comparison['difference'].describe())\n",
    "print(f\"\\n完全一致的记录数: {(comparison['difference'].abs() < 1e-10).sum()}\")\n",
    "print(f\"总记录数: {len(comparison)}\")\n",
    "\n",
    "# 使用方法2的结果作为最终的next_ret\n",
    "cross['next_ret'] = cross['next_ret_method2']\n",
    "# 删除临时列\n",
    "cross.drop(['next_ret_method1', 'next_ret_method2'], axis=1, inplace=True)\n",
    "\n",
    "cross"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbb81cc5",
   "metadata": {},
   "source": [
    "策略方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8b752ece",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>ret</th>\n",
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       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">1991-01-31</th>\n",
       "      <th>0.1</th>\n",
       "      <td>-0.002031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>0.002868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.3</th>\n",
       "      <td>0.006672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.4</th>\n",
       "      <td>0.010476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>0.022318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2024-12-31</th>\n",
       "      <th>0.5</th>\n",
       "      <td>-0.064220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6</th>\n",
       "      <td>-0.041659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.7</th>\n",
       "      <td>-0.017765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>0.016086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.9</th>\n",
       "      <td>0.079173</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3672 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ret\n",
       "month                   \n",
       "1991-01-31 0.1 -0.002031\n",
       "           0.2  0.002868\n",
       "           0.3  0.006672\n",
       "           0.4  0.010476\n",
       "           0.5  0.022318\n",
       "...                  ...\n",
       "2024-12-31 0.5 -0.064220\n",
       "           0.6 -0.041659\n",
       "           0.7 -0.017765\n",
       "           0.8  0.016086\n",
       "           0.9  0.079173\n",
       "\n",
       "[3672 rows x 1 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fenweishu = pd.DataFrame(\n",
    "    cross[cross['ret'].notna()].groupby(['month'])['ret'].quantile([0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9]))\n",
    "fenweishu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0f494d2e",
   "metadata": {},
   "outputs": [
    {
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       "      <th>month</th>\n",
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       "    <tr>\n",
       "      <th>3668</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>0.6</td>\n",
       "      <td>-0.041659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-0.017765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3670</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.016086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3671</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.079173</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3672 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          month  level_1       ret\n",
       "0    1991-01-31      0.1 -0.002031\n",
       "1    1991-01-31      0.2  0.002868\n",
       "2    1991-01-31      0.3  0.006672\n",
       "3    1991-01-31      0.4  0.010476\n",
       "4    1991-01-31      0.5  0.022318\n",
       "...         ...      ...       ...\n",
       "3667 2024-12-31      0.5 -0.064220\n",
       "3668 2024-12-31      0.6 -0.041659\n",
       "3669 2024-12-31      0.7 -0.017765\n",
       "3670 2024-12-31      0.8  0.016086\n",
       "3671 2024-12-31      0.9  0.079173\n",
       "\n",
       "[3672 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fenweishu = fenweishu.reset_index()\n",
    "fenweishu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "08ef2536",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>level_1</th>\n",
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       "      <th>0.3</th>\n",
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       "    <tr>\n",
       "      <th>month</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1991-01-31</th>\n",
       "      <td>-0.002031</td>\n",
       "      <td>0.002868</td>\n",
       "      <td>0.006672</td>\n",
       "      <td>0.010476</td>\n",
       "      <td>0.022318</td>\n",
       "      <td>0.034159</td>\n",
       "      <td>0.044819</td>\n",
       "      <td>0.055479</td>\n",
       "      <td>0.068586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-02-28</th>\n",
       "      <td>-0.042360</td>\n",
       "      <td>-0.037753</td>\n",
       "      <td>-0.012489</td>\n",
       "      <td>0.005470</td>\n",
       "      <td>0.019315</td>\n",
       "      <td>0.030097</td>\n",
       "      <td>0.034615</td>\n",
       "      <td>0.046888</td>\n",
       "      <td>0.081973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.133314</td>\n",
       "      <td>-0.133261</td>\n",
       "      <td>-0.127661</td>\n",
       "      <td>-0.092379</td>\n",
       "      <td>-0.069798</td>\n",
       "      <td>-0.065144</td>\n",
       "      <td>-0.054707</td>\n",
       "      <td>-0.030694</td>\n",
       "      <td>0.028608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.124371</td>\n",
       "      <td>-0.122867</td>\n",
       "      <td>-0.109328</td>\n",
       "      <td>-0.100079</td>\n",
       "      <td>-0.087628</td>\n",
       "      <td>-0.046745</td>\n",
       "      <td>0.020729</td>\n",
       "      <td>0.073833</td>\n",
       "      <td>0.090508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-31</th>\n",
       "      <td>-0.129118</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.120582</td>\n",
       "      <td>-0.036993</td>\n",
       "      <td>-0.031989</td>\n",
       "      <td>-0.006657</td>\n",
       "      <td>0.055289</td>\n",
       "      <td>0.080639</td>\n",
       "      <td>0.202117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.132346</td>\n",
       "      <td>-0.099792</td>\n",
       "      <td>-0.078067</td>\n",
       "      <td>-0.059812</td>\n",
       "      <td>-0.044767</td>\n",
       "      <td>-0.028750</td>\n",
       "      <td>-0.012678</td>\n",
       "      <td>0.009087</td>\n",
       "      <td>0.051522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.121100</td>\n",
       "      <td>0.152297</td>\n",
       "      <td>0.172952</td>\n",
       "      <td>0.191662</td>\n",
       "      <td>0.210420</td>\n",
       "      <td>0.233569</td>\n",
       "      <td>0.262017</td>\n",
       "      <td>0.297110</td>\n",
       "      <td>0.367056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.075368</td>\n",
       "      <td>-0.042757</td>\n",
       "      <td>-0.017695</td>\n",
       "      <td>0.006598</td>\n",
       "      <td>0.030677</td>\n",
       "      <td>0.057335</td>\n",
       "      <td>0.100766</td>\n",
       "      <td>0.170731</td>\n",
       "      <td>0.316122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>-0.084359</td>\n",
       "      <td>-0.040340</td>\n",
       "      <td>-0.012414</td>\n",
       "      <td>0.009469</td>\n",
       "      <td>0.030202</td>\n",
       "      <td>0.052640</td>\n",
       "      <td>0.078017</td>\n",
       "      <td>0.117854</td>\n",
       "      <td>0.199230</td>\n",
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       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.176159</td>\n",
       "      <td>-0.133709</td>\n",
       "      <td>-0.106324</td>\n",
       "      <td>-0.084700</td>\n",
       "      <td>-0.064220</td>\n",
       "      <td>-0.041659</td>\n",
       "      <td>-0.017765</td>\n",
       "      <td>0.016086</td>\n",
       "      <td>0.079173</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>408 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "level_1          0.1       0.2       0.3       0.4       0.5       0.6  \\\n",
       "month                                                                    \n",
       "1991-01-31 -0.002031  0.002868  0.006672  0.010476  0.022318  0.034159   \n",
       "1991-02-28 -0.042360 -0.037753 -0.012489  0.005470  0.019315  0.030097   \n",
       "1991-03-31 -0.133314 -0.133261 -0.127661 -0.092379 -0.069798 -0.065144   \n",
       "1991-04-30 -0.124371 -0.122867 -0.109328 -0.100079 -0.087628 -0.046745   \n",
       "1991-05-31 -0.129118 -0.128345 -0.120582 -0.036993 -0.031989 -0.006657   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2024-08-31 -0.132346 -0.099792 -0.078067 -0.059812 -0.044767 -0.028750   \n",
       "2024-09-30  0.121100  0.152297  0.172952  0.191662  0.210420  0.233569   \n",
       "2024-10-31 -0.075368 -0.042757 -0.017695  0.006598  0.030677  0.057335   \n",
       "2024-11-30 -0.084359 -0.040340 -0.012414  0.009469  0.030202  0.052640   \n",
       "2024-12-31 -0.176159 -0.133709 -0.106324 -0.084700 -0.064220 -0.041659   \n",
       "\n",
       "level_1          0.7       0.8       0.9  \n",
       "month                                     \n",
       "1991-01-31  0.044819  0.055479  0.068586  \n",
       "1991-02-28  0.034615  0.046888  0.081973  \n",
       "1991-03-31 -0.054707 -0.030694  0.028608  \n",
       "1991-04-30  0.020729  0.073833  0.090508  \n",
       "1991-05-31  0.055289  0.080639  0.202117  \n",
       "...              ...       ...       ...  \n",
       "2024-08-31 -0.012678  0.009087  0.051522  \n",
       "2024-09-30  0.262017  0.297110  0.367056  \n",
       "2024-10-31  0.100766  0.170731  0.316122  \n",
       "2024-11-30  0.078017  0.117854  0.199230  \n",
       "2024-12-31 -0.017765  0.016086  0.079173  \n",
       "\n",
       "[408 rows x 9 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fenweishu = fenweishu.pivot_table(index='month',columns='level_1',values='ret')\n",
    "fenweishu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "66fd60fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1991-01-31</th>\n",
       "      <td>-0.002031</td>\n",
       "      <td>0.002868</td>\n",
       "      <td>0.006672</td>\n",
       "      <td>0.010476</td>\n",
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       "    <tr>\n",
       "      <th>1991-02-28</th>\n",
       "      <td>-0.042360</td>\n",
       "      <td>-0.037753</td>\n",
       "      <td>-0.012489</td>\n",
       "      <td>0.005470</td>\n",
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       "      <td>0.030097</td>\n",
       "      <td>0.034615</td>\n",
       "      <td>0.046888</td>\n",
       "      <td>0.081973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.133314</td>\n",
       "      <td>-0.133261</td>\n",
       "      <td>-0.127661</td>\n",
       "      <td>-0.092379</td>\n",
       "      <td>-0.069798</td>\n",
       "      <td>-0.065144</td>\n",
       "      <td>-0.054707</td>\n",
       "      <td>-0.030694</td>\n",
       "      <td>0.028608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.124371</td>\n",
       "      <td>-0.122867</td>\n",
       "      <td>-0.109328</td>\n",
       "      <td>-0.100079</td>\n",
       "      <td>-0.087628</td>\n",
       "      <td>-0.046745</td>\n",
       "      <td>0.020729</td>\n",
       "      <td>0.073833</td>\n",
       "      <td>0.090508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-31</th>\n",
       "      <td>-0.129118</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.120582</td>\n",
       "      <td>-0.036993</td>\n",
       "      <td>-0.031989</td>\n",
       "      <td>-0.006657</td>\n",
       "      <td>0.055289</td>\n",
       "      <td>0.080639</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.132346</td>\n",
       "      <td>-0.099792</td>\n",
       "      <td>-0.078067</td>\n",
       "      <td>-0.059812</td>\n",
       "      <td>-0.044767</td>\n",
       "      <td>-0.028750</td>\n",
       "      <td>-0.012678</td>\n",
       "      <td>0.009087</td>\n",
       "      <td>0.051522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.121100</td>\n",
       "      <td>0.152297</td>\n",
       "      <td>0.172952</td>\n",
       "      <td>0.191662</td>\n",
       "      <td>0.210420</td>\n",
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       "      <td>0.297110</td>\n",
       "      <td>0.367056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.075368</td>\n",
       "      <td>-0.042757</td>\n",
       "      <td>-0.017695</td>\n",
       "      <td>0.006598</td>\n",
       "      <td>0.030677</td>\n",
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       "      <td>0.100766</td>\n",
       "      <td>0.170731</td>\n",
       "      <td>0.316122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>-0.084359</td>\n",
       "      <td>-0.040340</td>\n",
       "      <td>-0.012414</td>\n",
       "      <td>0.009469</td>\n",
       "      <td>0.030202</td>\n",
       "      <td>0.052640</td>\n",
       "      <td>0.078017</td>\n",
       "      <td>0.117854</td>\n",
       "      <td>0.199230</td>\n",
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       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.176159</td>\n",
       "      <td>-0.133709</td>\n",
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       "      <td>0.016086</td>\n",
       "      <td>0.079173</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>408 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 one       two     three      four      five       six  \\\n",
       "month                                                                    \n",
       "1991-01-31 -0.002031  0.002868  0.006672  0.010476  0.022318  0.034159   \n",
       "1991-02-28 -0.042360 -0.037753 -0.012489  0.005470  0.019315  0.030097   \n",
       "1991-03-31 -0.133314 -0.133261 -0.127661 -0.092379 -0.069798 -0.065144   \n",
       "1991-04-30 -0.124371 -0.122867 -0.109328 -0.100079 -0.087628 -0.046745   \n",
       "1991-05-31 -0.129118 -0.128345 -0.120582 -0.036993 -0.031989 -0.006657   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2024-08-31 -0.132346 -0.099792 -0.078067 -0.059812 -0.044767 -0.028750   \n",
       "2024-09-30  0.121100  0.152297  0.172952  0.191662  0.210420  0.233569   \n",
       "2024-10-31 -0.075368 -0.042757 -0.017695  0.006598  0.030677  0.057335   \n",
       "2024-11-30 -0.084359 -0.040340 -0.012414  0.009469  0.030202  0.052640   \n",
       "2024-12-31 -0.176159 -0.133709 -0.106324 -0.084700 -0.064220 -0.041659   \n",
       "\n",
       "               seven     eight      nine  \n",
       "month                                     \n",
       "1991-01-31  0.044819  0.055479  0.068586  \n",
       "1991-02-28  0.034615  0.046888  0.081973  \n",
       "1991-03-31 -0.054707 -0.030694  0.028608  \n",
       "1991-04-30  0.020729  0.073833  0.090508  \n",
       "1991-05-31  0.055289  0.080639  0.202117  \n",
       "...              ...       ...       ...  \n",
       "2024-08-31 -0.012678  0.009087  0.051522  \n",
       "2024-09-30  0.262017  0.297110  0.367056  \n",
       "2024-10-31  0.100766  0.170731  0.316122  \n",
       "2024-11-30  0.078017  0.117854  0.199230  \n",
       "2024-12-31 -0.017765  0.016086  0.079173  \n",
       "\n",
       "[408 rows x 9 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fenweishu.columns = ['one','two','three','four','five','six','seven','eight','nine']\n",
    "fenweishu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ecf46131",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>Trdmnt</th>\n",
       "      <th>Opndt</th>\n",
       "      <th>Mopnprc</th>\n",
       "      <th>Clsdt</th>\n",
       "      <th>Mclsprc</th>\n",
       "      <th>Mnshrtrd</th>\n",
       "      <th>Mnvaltrd</th>\n",
       "      <th>floatingvalue</th>\n",
       "      <th>totalvalue</th>\n",
       "      <th>Ndaytrd</th>\n",
       "      <th>Return</th>\n",
       "      <th>Mretnd</th>\n",
       "      <th>Markettype</th>\n",
       "      <th>Capchgdt</th>\n",
       "      <th>Ahshrtrd_M</th>\n",
       "      <th>Ahvaltrd_M</th>\n",
       "      <th>month</th>\n",
       "      <th>rfmonth</th>\n",
       "      <th>ret</th>\n",
       "      <th>next_ret</th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "      <th>five</th>\n",
       "      <th>six</th>\n",
       "      <th>seven</th>\n",
       "      <th>eight</th>\n",
       "      <th>nine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-05</td>\n",
       "      <td>2</td>\n",
       "      <td>43.46</td>\n",
       "      <td>31</td>\n",
       "      <td>38.34</td>\n",
       "      <td>187800</td>\n",
       "      <td>7.675000e+06</td>\n",
       "      <td>1.016010e+09</td>\n",
       "      <td>1.859497e+09</td>\n",
       "      <td>24</td>\n",
       "      <td>-0.122253</td>\n",
       "      <td>0.235714</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-05-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.129118</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.120582</td>\n",
       "      <td>-0.036993</td>\n",
       "      <td>-0.031989</td>\n",
       "      <td>-0.006657</td>\n",
       "      <td>0.055289</td>\n",
       "      <td>0.080639</td>\n",
       "      <td>0.202117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-06</td>\n",
       "      <td>1</td>\n",
       "      <td>38.53</td>\n",
       "      <td>28</td>\n",
       "      <td>33.99</td>\n",
       "      <td>30600</td>\n",
       "      <td>1.094000e+06</td>\n",
       "      <td>9.007350e+08</td>\n",
       "      <td>1.648521e+09</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-06-30</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.309901</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.115097</td>\n",
       "      <td>0.166237</td>\n",
       "      <td>0.177858</td>\n",
       "      <td>0.184748</td>\n",
       "      <td>0.190006</td>\n",
       "      <td>0.190283</td>\n",
       "      <td>0.201980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-07</td>\n",
       "      <td>1</td>\n",
       "      <td>33.65</td>\n",
       "      <td>31</td>\n",
       "      <td>29.54</td>\n",
       "      <td>6100</td>\n",
       "      <td>1.940430e+05</td>\n",
       "      <td>7.828100e+08</td>\n",
       "      <td>1.432695e+09</td>\n",
       "      <td>16</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.244184</td>\n",
       "      <td>-0.128701</td>\n",
       "      <td>-0.086966</td>\n",
       "      <td>-0.052277</td>\n",
       "      <td>0.007620</td>\n",
       "      <td>0.067451</td>\n",
       "      <td>0.149691</td>\n",
       "      <td>0.216426</td>\n",
       "      <td>0.246553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-08</td>\n",
       "      <td>1</td>\n",
       "      <td>29.39</td>\n",
       "      <td>31</td>\n",
       "      <td>15.00</td>\n",
       "      <td>3243100</td>\n",
       "      <td>4.957624e+07</td>\n",
       "      <td>6.748338e+08</td>\n",
       "      <td>1.346275e+09</td>\n",
       "      <td>15</td>\n",
       "      <td>-0.411588</td>\n",
       "      <td>-0.411587</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-08-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>-0.161430</td>\n",
       "      <td>-0.110028</td>\n",
       "      <td>-0.049934</td>\n",
       "      <td>-0.014296</td>\n",
       "      <td>0.018298</td>\n",
       "      <td>0.060859</td>\n",
       "      <td>0.219168</td>\n",
       "      <td>0.233226</td>\n",
       "      <td>0.238218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-09</td>\n",
       "      <td>2</td>\n",
       "      <td>15.00</td>\n",
       "      <td>28</td>\n",
       "      <td>14.50</td>\n",
       "      <td>7240500</td>\n",
       "      <td>1.027070e+08</td>\n",
       "      <td>6.523394e+08</td>\n",
       "      <td>1.301399e+09</td>\n",
       "      <td>24</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-09-30</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>0.849080</td>\n",
       "      <td>-0.118675</td>\n",
       "      <td>-0.067377</td>\n",
       "      <td>-0.053691</td>\n",
       "      <td>-0.041891</td>\n",
       "      <td>-0.030783</td>\n",
       "      <td>-0.018184</td>\n",
       "      <td>0.055164</td>\n",
       "      <td>0.175783</td>\n",
       "      <td>0.190067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886898</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-07</td>\n",
       "      <td>1</td>\n",
       "      <td>8.56</td>\n",
       "      <td>31</td>\n",
       "      <td>8.51</td>\n",
       "      <td>20489257</td>\n",
       "      <td>1.733678e+08</td>\n",
       "      <td>2.374135e+08</td>\n",
       "      <td>8.231802e+08</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.010465</td>\n",
       "      <td>-0.010465</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-07-31</td>\n",
       "      <td>0.001184</td>\n",
       "      <td>-0.011649</td>\n",
       "      <td>-0.038721</td>\n",
       "      <td>-0.095137</td>\n",
       "      <td>-0.058535</td>\n",
       "      <td>-0.034114</td>\n",
       "      <td>-0.015179</td>\n",
       "      <td>0.001936</td>\n",
       "      <td>0.018424</td>\n",
       "      <td>0.036850</td>\n",
       "      <td>0.061316</td>\n",
       "      <td>0.111595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886899</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-08</td>\n",
       "      <td>1</td>\n",
       "      <td>8.50</td>\n",
       "      <td>30</td>\n",
       "      <td>8.19</td>\n",
       "      <td>14436632</td>\n",
       "      <td>1.185912e+08</td>\n",
       "      <td>2.284861e+08</td>\n",
       "      <td>7.922264e+08</td>\n",
       "      <td>22</td>\n",
       "      <td>-0.037603</td>\n",
       "      <td>-0.037603</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-08-31</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>-0.038721</td>\n",
       "      <td>0.276049</td>\n",
       "      <td>-0.132346</td>\n",
       "      <td>-0.099792</td>\n",
       "      <td>-0.078067</td>\n",
       "      <td>-0.059812</td>\n",
       "      <td>-0.044767</td>\n",
       "      <td>-0.028750</td>\n",
       "      <td>-0.012678</td>\n",
       "      <td>0.009087</td>\n",
       "      <td>0.051522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886900</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-09</td>\n",
       "      <td>2</td>\n",
       "      <td>8.15</td>\n",
       "      <td>30</td>\n",
       "      <td>10.46</td>\n",
       "      <td>18109819</td>\n",
       "      <td>1.566140e+08</td>\n",
       "      <td>2.918149e+08</td>\n",
       "      <td>1.011806e+09</td>\n",
       "      <td>19</td>\n",
       "      <td>0.277167</td>\n",
       "      <td>0.277167</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-09-30</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.276049</td>\n",
       "      <td>0.389895</td>\n",
       "      <td>0.121100</td>\n",
       "      <td>0.152297</td>\n",
       "      <td>0.172952</td>\n",
       "      <td>0.191662</td>\n",
       "      <td>0.210420</td>\n",
       "      <td>0.233569</td>\n",
       "      <td>0.262017</td>\n",
       "      <td>0.297110</td>\n",
       "      <td>0.367056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886901</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-10</td>\n",
       "      <td>8</td>\n",
       "      <td>13.02</td>\n",
       "      <td>31</td>\n",
       "      <td>14.55</td>\n",
       "      <td>86774237</td>\n",
       "      <td>1.145494e+09</td>\n",
       "      <td>4.059185e+08</td>\n",
       "      <td>1.407435e+09</td>\n",
       "      <td>18</td>\n",
       "      <td>0.391013</td>\n",
       "      <td>0.391013</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-10-31</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.389895</td>\n",
       "      <td>0.241494</td>\n",
       "      <td>-0.075368</td>\n",
       "      <td>-0.042757</td>\n",
       "      <td>-0.017695</td>\n",
       "      <td>0.006598</td>\n",
       "      <td>0.030677</td>\n",
       "      <td>0.057335</td>\n",
       "      <td>0.100766</td>\n",
       "      <td>0.170731</td>\n",
       "      <td>0.316122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886902</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-11</td>\n",
       "      <td>1</td>\n",
       "      <td>14.69</td>\n",
       "      <td>29</td>\n",
       "      <td>18.08</td>\n",
       "      <td>130783392</td>\n",
       "      <td>2.346534e+09</td>\n",
       "      <td>5.043990e+08</td>\n",
       "      <td>1.748895e+09</td>\n",
       "      <td>21</td>\n",
       "      <td>0.242612</td>\n",
       "      <td>0.242612</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.241494</td>\n",
       "      <td>-0.243928</td>\n",
       "      <td>-0.084359</td>\n",
       "      <td>-0.040340</td>\n",
       "      <td>-0.012414</td>\n",
       "      <td>0.009469</td>\n",
       "      <td>0.030202</td>\n",
       "      <td>0.052640</td>\n",
       "      <td>0.078017</td>\n",
       "      <td>0.117854</td>\n",
       "      <td>0.199230</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>821324 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Stkcd   Trdmnt  Opndt  Mopnprc  Clsdt  Mclsprc   Mnshrtrd  \\\n",
       "1       000001  1991-05      2    43.46     31    38.34     187800   \n",
       "2       000001  1991-06      1    38.53     28    33.99      30600   \n",
       "3       000001  1991-07      1    33.65     31    29.54       6100   \n",
       "4       000001  1991-08      1    29.39     31    15.00    3243100   \n",
       "5       000001  1991-09      2    15.00     28    14.50    7240500   \n",
       "...        ...      ...    ...      ...    ...      ...        ...   \n",
       "886898  920992  2024-07      1     8.56     31     8.51   20489257   \n",
       "886899  920992  2024-08      1     8.50     30     8.19   14436632   \n",
       "886900  920992  2024-09      2     8.15     30    10.46   18109819   \n",
       "886901  920992  2024-10      8    13.02     31    14.55   86774237   \n",
       "886902  920992  2024-11      1    14.69     29    18.08  130783392   \n",
       "\n",
       "            Mnvaltrd  floatingvalue    totalvalue  Ndaytrd    Return  \\\n",
       "1       7.675000e+06   1.016010e+09  1.859497e+09       24 -0.122253   \n",
       "2       1.094000e+06   9.007350e+08  1.648521e+09       23 -0.113459   \n",
       "3       1.940430e+05   7.828100e+08  1.432695e+09       16 -0.130921   \n",
       "4       4.957624e+07   6.748338e+08  1.346275e+09       15 -0.411588   \n",
       "5       1.027070e+08   6.523394e+08  1.301399e+09       24 -0.033333   \n",
       "...              ...            ...           ...      ...       ...   \n",
       "886898  1.733678e+08   2.374135e+08  8.231802e+08       23 -0.010465   \n",
       "886899  1.185912e+08   2.284861e+08  7.922264e+08       22 -0.037603   \n",
       "886900  1.566140e+08   2.918149e+08  1.011806e+09       19  0.277167   \n",
       "886901  1.145494e+09   4.059185e+08  1.407435e+09       18  0.391013   \n",
       "886902  2.346534e+09   5.043990e+08  1.748895e+09       21  0.242612   \n",
       "\n",
       "          Mretnd  Markettype    Capchgdt  Ahshrtrd_M  Ahvaltrd_M      month  \\\n",
       "1       0.235714           4  1991-04-03         NaN         NaN 1991-05-31   \n",
       "2      -0.113459           4  1991-04-03         NaN         NaN 1991-06-30   \n",
       "3      -0.130921           4  1991-04-03         NaN         NaN 1991-07-31   \n",
       "4      -0.411587           4  1991-08-01         NaN         NaN 1991-08-31   \n",
       "5      -0.033333           4  1991-08-01         NaN         NaN 1991-09-30   \n",
       "...          ...         ...         ...         ...         ...        ...   \n",
       "886898 -0.010465          64  2023-04-25         0.0         0.0 2024-07-31   \n",
       "886899 -0.037603          64  2023-04-25         0.0         0.0 2024-08-31   \n",
       "886900  0.277167          64  2023-04-25         0.0         0.0 2024-09-30   \n",
       "886901  0.391013          64  2023-04-25         0.0         0.0 2024-10-31   \n",
       "886902  0.242612          64  2023-04-25         0.0         0.0 2024-11-30   \n",
       "\n",
       "         rfmonth       ret  next_ret       one       two     three      four  \\\n",
       "1       0.006092 -0.128345 -0.119551 -0.129118 -0.128345 -0.120582 -0.036993   \n",
       "2       0.006092 -0.119551 -0.137013 -0.309901 -0.119551 -0.115097  0.166237   \n",
       "3       0.006092 -0.137013 -0.417680 -0.244184 -0.128701 -0.086966 -0.052277   \n",
       "4       0.006092 -0.417680 -0.039425 -0.161430 -0.110028 -0.049934 -0.014296   \n",
       "5       0.006092 -0.039425  0.849080 -0.118675 -0.067377 -0.053691 -0.041891   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "886898  0.001184 -0.011649 -0.038721 -0.095137 -0.058535 -0.034114 -0.015179   \n",
       "886899  0.001118 -0.038721  0.276049 -0.132346 -0.099792 -0.078067 -0.059812   \n",
       "886900  0.001118  0.276049  0.389895  0.121100  0.152297  0.172952  0.191662   \n",
       "886901  0.001118  0.389895  0.241494 -0.075368 -0.042757 -0.017695  0.006598   \n",
       "886902  0.001118  0.241494 -0.243928 -0.084359 -0.040340 -0.012414  0.009469   \n",
       "\n",
       "            five       six     seven     eight      nine  \n",
       "1      -0.031989 -0.006657  0.055289  0.080639  0.202117  \n",
       "2       0.177858  0.184748  0.190006  0.190283  0.201980  \n",
       "3       0.007620  0.067451  0.149691  0.216426  0.246553  \n",
       "4       0.018298  0.060859  0.219168  0.233226  0.238218  \n",
       "5      -0.030783 -0.018184  0.055164  0.175783  0.190067  \n",
       "...          ...       ...       ...       ...       ...  \n",
       "886898  0.001936  0.018424  0.036850  0.061316  0.111595  \n",
       "886899 -0.044767 -0.028750 -0.012678  0.009087  0.051522  \n",
       "886900  0.210420  0.233569  0.262017  0.297110  0.367056  \n",
       "886901  0.030677  0.057335  0.100766  0.170731  0.316122  \n",
       "886902  0.030202  0.052640  0.078017  0.117854  0.199230  \n",
       "\n",
       "[821324 rows x 30 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio = pd.merge(cross,fenweishu,on='month',how='left')\n",
    "portfolio = portfolio.dropna(subset=['ret','next_ret'])\n",
    "portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8180939a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>Trdmnt</th>\n",
       "      <th>Opndt</th>\n",
       "      <th>Mopnprc</th>\n",
       "      <th>Clsdt</th>\n",
       "      <th>Mclsprc</th>\n",
       "      <th>Mnshrtrd</th>\n",
       "      <th>Mnvaltrd</th>\n",
       "      <th>floatingvalue</th>\n",
       "      <th>totalvalue</th>\n",
       "      <th>Ndaytrd</th>\n",
       "      <th>Return</th>\n",
       "      <th>Mretnd</th>\n",
       "      <th>Markettype</th>\n",
       "      <th>Capchgdt</th>\n",
       "      <th>Ahshrtrd_M</th>\n",
       "      <th>Ahvaltrd_M</th>\n",
       "      <th>month</th>\n",
       "      <th>rfmonth</th>\n",
       "      <th>ret</th>\n",
       "      <th>next_ret</th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "      <th>five</th>\n",
       "      <th>six</th>\n",
       "      <th>seven</th>\n",
       "      <th>eight</th>\n",
       "      <th>nine</th>\n",
       "      <th>sort</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-05</td>\n",
       "      <td>2</td>\n",
       "      <td>43.46</td>\n",
       "      <td>31</td>\n",
       "      <td>38.34</td>\n",
       "      <td>187800</td>\n",
       "      <td>7.675000e+06</td>\n",
       "      <td>1.016010e+09</td>\n",
       "      <td>1.859497e+09</td>\n",
       "      <td>24</td>\n",
       "      <td>-0.122253</td>\n",
       "      <td>0.235714</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-05-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.129118</td>\n",
       "      <td>-0.128345</td>\n",
       "      <td>-0.120582</td>\n",
       "      <td>-0.036993</td>\n",
       "      <td>-0.031989</td>\n",
       "      <td>-0.006657</td>\n",
       "      <td>0.055289</td>\n",
       "      <td>0.080639</td>\n",
       "      <td>0.202117</td>\n",
       "      <td>P2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-06</td>\n",
       "      <td>1</td>\n",
       "      <td>38.53</td>\n",
       "      <td>28</td>\n",
       "      <td>33.99</td>\n",
       "      <td>30600</td>\n",
       "      <td>1.094000e+06</td>\n",
       "      <td>9.007350e+08</td>\n",
       "      <td>1.648521e+09</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>-0.113459</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-06-30</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.309901</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.115097</td>\n",
       "      <td>0.166237</td>\n",
       "      <td>0.177858</td>\n",
       "      <td>0.184748</td>\n",
       "      <td>0.190006</td>\n",
       "      <td>0.190283</td>\n",
       "      <td>0.201980</td>\n",
       "      <td>P2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-07</td>\n",
       "      <td>1</td>\n",
       "      <td>33.65</td>\n",
       "      <td>31</td>\n",
       "      <td>29.54</td>\n",
       "      <td>6100</td>\n",
       "      <td>1.940430e+05</td>\n",
       "      <td>7.828100e+08</td>\n",
       "      <td>1.432695e+09</td>\n",
       "      <td>16</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>-0.130921</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.137013</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.244184</td>\n",
       "      <td>-0.128701</td>\n",
       "      <td>-0.086966</td>\n",
       "      <td>-0.052277</td>\n",
       "      <td>0.007620</td>\n",
       "      <td>0.067451</td>\n",
       "      <td>0.149691</td>\n",
       "      <td>0.216426</td>\n",
       "      <td>0.246553</td>\n",
       "      <td>P2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-08</td>\n",
       "      <td>1</td>\n",
       "      <td>29.39</td>\n",
       "      <td>31</td>\n",
       "      <td>15.00</td>\n",
       "      <td>3243100</td>\n",
       "      <td>4.957624e+07</td>\n",
       "      <td>6.748338e+08</td>\n",
       "      <td>1.346275e+09</td>\n",
       "      <td>15</td>\n",
       "      <td>-0.411588</td>\n",
       "      <td>-0.411587</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-08-31</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.417680</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>-0.161430</td>\n",
       "      <td>-0.110028</td>\n",
       "      <td>-0.049934</td>\n",
       "      <td>-0.014296</td>\n",
       "      <td>0.018298</td>\n",
       "      <td>0.060859</td>\n",
       "      <td>0.219168</td>\n",
       "      <td>0.233226</td>\n",
       "      <td>0.238218</td>\n",
       "      <td>P1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000001</td>\n",
       "      <td>1991-09</td>\n",
       "      <td>2</td>\n",
       "      <td>15.00</td>\n",
       "      <td>28</td>\n",
       "      <td>14.50</td>\n",
       "      <td>7240500</td>\n",
       "      <td>1.027070e+08</td>\n",
       "      <td>6.523394e+08</td>\n",
       "      <td>1.301399e+09</td>\n",
       "      <td>24</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>-0.033333</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991-09-30</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.039425</td>\n",
       "      <td>0.849080</td>\n",
       "      <td>-0.118675</td>\n",
       "      <td>-0.067377</td>\n",
       "      <td>-0.053691</td>\n",
       "      <td>-0.041891</td>\n",
       "      <td>-0.030783</td>\n",
       "      <td>-0.018184</td>\n",
       "      <td>0.055164</td>\n",
       "      <td>0.175783</td>\n",
       "      <td>0.190067</td>\n",
       "      <td>P5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886898</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-07</td>\n",
       "      <td>1</td>\n",
       "      <td>8.56</td>\n",
       "      <td>31</td>\n",
       "      <td>8.51</td>\n",
       "      <td>20489257</td>\n",
       "      <td>1.733678e+08</td>\n",
       "      <td>2.374135e+08</td>\n",
       "      <td>8.231802e+08</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.010465</td>\n",
       "      <td>-0.010465</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-07-31</td>\n",
       "      <td>0.001184</td>\n",
       "      <td>-0.011649</td>\n",
       "      <td>-0.038721</td>\n",
       "      <td>-0.095137</td>\n",
       "      <td>-0.058535</td>\n",
       "      <td>-0.034114</td>\n",
       "      <td>-0.015179</td>\n",
       "      <td>0.001936</td>\n",
       "      <td>0.018424</td>\n",
       "      <td>0.036850</td>\n",
       "      <td>0.061316</td>\n",
       "      <td>0.111595</td>\n",
       "      <td>P5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886899</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-08</td>\n",
       "      <td>1</td>\n",
       "      <td>8.50</td>\n",
       "      <td>30</td>\n",
       "      <td>8.19</td>\n",
       "      <td>14436632</td>\n",
       "      <td>1.185912e+08</td>\n",
       "      <td>2.284861e+08</td>\n",
       "      <td>7.922264e+08</td>\n",
       "      <td>22</td>\n",
       "      <td>-0.037603</td>\n",
       "      <td>-0.037603</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-08-31</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>-0.038721</td>\n",
       "      <td>0.276049</td>\n",
       "      <td>-0.132346</td>\n",
       "      <td>-0.099792</td>\n",
       "      <td>-0.078067</td>\n",
       "      <td>-0.059812</td>\n",
       "      <td>-0.044767</td>\n",
       "      <td>-0.028750</td>\n",
       "      <td>-0.012678</td>\n",
       "      <td>0.009087</td>\n",
       "      <td>0.051522</td>\n",
       "      <td>P6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886900</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-09</td>\n",
       "      <td>2</td>\n",
       "      <td>8.15</td>\n",
       "      <td>30</td>\n",
       "      <td>10.46</td>\n",
       "      <td>18109819</td>\n",
       "      <td>1.566140e+08</td>\n",
       "      <td>2.918149e+08</td>\n",
       "      <td>1.011806e+09</td>\n",
       "      <td>19</td>\n",
       "      <td>0.277167</td>\n",
       "      <td>0.277167</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-09-30</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.276049</td>\n",
       "      <td>0.389895</td>\n",
       "      <td>0.121100</td>\n",
       "      <td>0.152297</td>\n",
       "      <td>0.172952</td>\n",
       "      <td>0.191662</td>\n",
       "      <td>0.210420</td>\n",
       "      <td>0.233569</td>\n",
       "      <td>0.262017</td>\n",
       "      <td>0.297110</td>\n",
       "      <td>0.367056</td>\n",
       "      <td>P8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886901</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-10</td>\n",
       "      <td>8</td>\n",
       "      <td>13.02</td>\n",
       "      <td>31</td>\n",
       "      <td>14.55</td>\n",
       "      <td>86774237</td>\n",
       "      <td>1.145494e+09</td>\n",
       "      <td>4.059185e+08</td>\n",
       "      <td>1.407435e+09</td>\n",
       "      <td>18</td>\n",
       "      <td>0.391013</td>\n",
       "      <td>0.391013</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-10-31</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.389895</td>\n",
       "      <td>0.241494</td>\n",
       "      <td>-0.075368</td>\n",
       "      <td>-0.042757</td>\n",
       "      <td>-0.017695</td>\n",
       "      <td>0.006598</td>\n",
       "      <td>0.030677</td>\n",
       "      <td>0.057335</td>\n",
       "      <td>0.100766</td>\n",
       "      <td>0.170731</td>\n",
       "      <td>0.316122</td>\n",
       "      <td>Pmax</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886902</th>\n",
       "      <td>920992</td>\n",
       "      <td>2024-11</td>\n",
       "      <td>1</td>\n",
       "      <td>14.69</td>\n",
       "      <td>29</td>\n",
       "      <td>18.08</td>\n",
       "      <td>130783392</td>\n",
       "      <td>2.346534e+09</td>\n",
       "      <td>5.043990e+08</td>\n",
       "      <td>1.748895e+09</td>\n",
       "      <td>21</td>\n",
       "      <td>0.242612</td>\n",
       "      <td>0.242612</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-04-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.241494</td>\n",
       "      <td>-0.243928</td>\n",
       "      <td>-0.084359</td>\n",
       "      <td>-0.040340</td>\n",
       "      <td>-0.012414</td>\n",
       "      <td>0.009469</td>\n",
       "      <td>0.030202</td>\n",
       "      <td>0.052640</td>\n",
       "      <td>0.078017</td>\n",
       "      <td>0.117854</td>\n",
       "      <td>0.199230</td>\n",
       "      <td>Pmax</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>821324 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Stkcd   Trdmnt  Opndt  Mopnprc  Clsdt  Mclsprc   Mnshrtrd  \\\n",
       "1       000001  1991-05      2    43.46     31    38.34     187800   \n",
       "2       000001  1991-06      1    38.53     28    33.99      30600   \n",
       "3       000001  1991-07      1    33.65     31    29.54       6100   \n",
       "4       000001  1991-08      1    29.39     31    15.00    3243100   \n",
       "5       000001  1991-09      2    15.00     28    14.50    7240500   \n",
       "...        ...      ...    ...      ...    ...      ...        ...   \n",
       "886898  920992  2024-07      1     8.56     31     8.51   20489257   \n",
       "886899  920992  2024-08      1     8.50     30     8.19   14436632   \n",
       "886900  920992  2024-09      2     8.15     30    10.46   18109819   \n",
       "886901  920992  2024-10      8    13.02     31    14.55   86774237   \n",
       "886902  920992  2024-11      1    14.69     29    18.08  130783392   \n",
       "\n",
       "            Mnvaltrd  floatingvalue    totalvalue  Ndaytrd    Return  \\\n",
       "1       7.675000e+06   1.016010e+09  1.859497e+09       24 -0.122253   \n",
       "2       1.094000e+06   9.007350e+08  1.648521e+09       23 -0.113459   \n",
       "3       1.940430e+05   7.828100e+08  1.432695e+09       16 -0.130921   \n",
       "4       4.957624e+07   6.748338e+08  1.346275e+09       15 -0.411588   \n",
       "5       1.027070e+08   6.523394e+08  1.301399e+09       24 -0.033333   \n",
       "...              ...            ...           ...      ...       ...   \n",
       "886898  1.733678e+08   2.374135e+08  8.231802e+08       23 -0.010465   \n",
       "886899  1.185912e+08   2.284861e+08  7.922264e+08       22 -0.037603   \n",
       "886900  1.566140e+08   2.918149e+08  1.011806e+09       19  0.277167   \n",
       "886901  1.145494e+09   4.059185e+08  1.407435e+09       18  0.391013   \n",
       "886902  2.346534e+09   5.043990e+08  1.748895e+09       21  0.242612   \n",
       "\n",
       "          Mretnd  Markettype    Capchgdt  Ahshrtrd_M  Ahvaltrd_M      month  \\\n",
       "1       0.235714           4  1991-04-03         NaN         NaN 1991-05-31   \n",
       "2      -0.113459           4  1991-04-03         NaN         NaN 1991-06-30   \n",
       "3      -0.130921           4  1991-04-03         NaN         NaN 1991-07-31   \n",
       "4      -0.411587           4  1991-08-01         NaN         NaN 1991-08-31   \n",
       "5      -0.033333           4  1991-08-01         NaN         NaN 1991-09-30   \n",
       "...          ...         ...         ...         ...         ...        ...   \n",
       "886898 -0.010465          64  2023-04-25         0.0         0.0 2024-07-31   \n",
       "886899 -0.037603          64  2023-04-25         0.0         0.0 2024-08-31   \n",
       "886900  0.277167          64  2023-04-25         0.0         0.0 2024-09-30   \n",
       "886901  0.391013          64  2023-04-25         0.0         0.0 2024-10-31   \n",
       "886902  0.242612          64  2023-04-25         0.0         0.0 2024-11-30   \n",
       "\n",
       "         rfmonth       ret  next_ret       one       two     three      four  \\\n",
       "1       0.006092 -0.128345 -0.119551 -0.129118 -0.128345 -0.120582 -0.036993   \n",
       "2       0.006092 -0.119551 -0.137013 -0.309901 -0.119551 -0.115097  0.166237   \n",
       "3       0.006092 -0.137013 -0.417680 -0.244184 -0.128701 -0.086966 -0.052277   \n",
       "4       0.006092 -0.417680 -0.039425 -0.161430 -0.110028 -0.049934 -0.014296   \n",
       "5       0.006092 -0.039425  0.849080 -0.118675 -0.067377 -0.053691 -0.041891   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "886898  0.001184 -0.011649 -0.038721 -0.095137 -0.058535 -0.034114 -0.015179   \n",
       "886899  0.001118 -0.038721  0.276049 -0.132346 -0.099792 -0.078067 -0.059812   \n",
       "886900  0.001118  0.276049  0.389895  0.121100  0.152297  0.172952  0.191662   \n",
       "886901  0.001118  0.389895  0.241494 -0.075368 -0.042757 -0.017695  0.006598   \n",
       "886902  0.001118  0.241494 -0.243928 -0.084359 -0.040340 -0.012414  0.009469   \n",
       "\n",
       "            five       six     seven     eight      nine  sort  \n",
       "1      -0.031989 -0.006657  0.055289  0.080639  0.202117    P2  \n",
       "2       0.177858  0.184748  0.190006  0.190283  0.201980    P2  \n",
       "3       0.007620  0.067451  0.149691  0.216426  0.246553    P2  \n",
       "4       0.018298  0.060859  0.219168  0.233226  0.238218    P1  \n",
       "5      -0.030783 -0.018184  0.055164  0.175783  0.190067    P5  \n",
       "...          ...       ...       ...       ...       ...   ...  \n",
       "886898  0.001936  0.018424  0.036850  0.061316  0.111595    P5  \n",
       "886899 -0.044767 -0.028750 -0.012678  0.009087  0.051522    P6  \n",
       "886900  0.210420  0.233569  0.262017  0.297110  0.367056    P8  \n",
       "886901  0.030677  0.057335  0.100766  0.170731  0.316122  Pmax  \n",
       "886902  0.030202  0.052640  0.078017  0.117854  0.199230  Pmax  \n",
       "\n",
       "[821324 rows x 31 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio['sort'] = np.where(\n",
    "    portfolio['ret'] <= portfolio['one'], 'P1',\n",
    "    np.where(\n",
    "        portfolio['ret'] <= portfolio['two'], 'P2',\n",
    "        np.where(\n",
    "            portfolio['ret'] <= portfolio['three'], 'P3',\n",
    "            np.where(\n",
    "                portfolio['ret'] <= portfolio['four'], 'P4',\n",
    "                np.where(\n",
    "                    portfolio['ret'] <= portfolio['five'], 'P5',\n",
    "                    np.where(\n",
    "                        portfolio['ret'] <= portfolio['six'], 'P6',\n",
    "                        np.where(\n",
    "                            portfolio['ret'] <= portfolio['seven'], 'P7',\n",
    "                            np.where(\n",
    "                                portfolio['ret'] <= portfolio['eight'], 'P8',\n",
    "                                np.where(\n",
    "                                    portfolio['ret'] <= portfolio['nine'],\n",
    "                                    'P9', 'Pmax')))))))))\n",
    "portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7043ddb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th>sort</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">1991-01-31</th>\n",
       "      <th>P1</th>\n",
       "      <td>-0.041567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P2</th>\n",
       "      <td>0.010496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P4</th>\n",
       "      <td>0.038284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P6</th>\n",
       "      <td>0.081305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P8</th>\n",
       "      <td>0.028134</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2024-11-30</th>\n",
       "      <th>P6</th>\n",
       "      <td>0.013224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P7</th>\n",
       "      <td>-0.014391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P8</th>\n",
       "      <td>-0.039313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P9</th>\n",
       "      <td>-0.063706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pmax</th>\n",
       "      <td>-0.075116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4066 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        0\n",
       "month      sort          \n",
       "1991-01-31 P1   -0.041567\n",
       "           P2    0.010496\n",
       "           P4    0.038284\n",
       "           P6    0.081305\n",
       "           P8    0.028134\n",
       "...                   ...\n",
       "2024-11-30 P6    0.013224\n",
       "           P7   -0.014391\n",
       "           P8   -0.039313\n",
       "           P9   -0.063706\n",
       "           Pmax -0.075116\n",
       "\n",
       "[4066 rows x 1 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio_mom =  pd.DataFrame(\n",
    "    portfolio.groupby(['month','sort']).apply(lambda x: np.average(x['next_ret'],weights = x['floatingvalue']),include_groups=False))\n",
    "portfolio_mom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ce495403",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>month</th>\n",
       "      <th>sort</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <th>2</th>\n",
       "      <td>1991-01-31</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1991-01-31</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>4061</th>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>P6</td>\n",
       "      <td>0.013224</td>\n",
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       "    <tr>\n",
       "      <th>4062</th>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>P7</td>\n",
       "      <td>-0.014391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4063</th>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>P8</td>\n",
       "      <td>-0.039313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4064</th>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>P9</td>\n",
       "      <td>-0.063706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4065</th>\n",
       "      <td>2024-11-30</td>\n",
       "      <td>Pmax</td>\n",
       "      <td>-0.075116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4066 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          month  sort         p\n",
       "0    1991-01-31    P1 -0.041567\n",
       "1    1991-01-31    P2  0.010496\n",
       "2    1991-01-31    P4  0.038284\n",
       "3    1991-01-31    P6  0.081305\n",
       "4    1991-01-31    P8  0.028134\n",
       "...         ...   ...       ...\n",
       "4061 2024-11-30    P6  0.013224\n",
       "4062 2024-11-30    P7 -0.014391\n",
       "4063 2024-11-30    P8 -0.039313\n",
       "4064 2024-11-30    P9 -0.063706\n",
       "4065 2024-11-30  Pmax -0.075116\n",
       "\n",
       "[4066 rows x 3 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio_mom = portfolio_mom.reset_index()\n",
    "portfolio_mom.columns = ['month', 'sort', 'p']\n",
    "portfolio_mom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b6d297ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1</th>\n",
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       "      <th>2</th>\n",
       "      <td>1991-02-28</td>\n",
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       "      <th>3</th>\n",
       "      <td>1991-02-28</td>\n",
       "      <td>P6</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1991-02-28</td>\n",
       "      <td>P8</td>\n",
       "      <td>0.028134</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>2024-12-31</td>\n",
       "      <td>P6</td>\n",
       "      <td>0.013224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4062</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>P7</td>\n",
       "      <td>-0.014391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4063</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>P8</td>\n",
       "      <td>-0.039313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4064</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>P9</td>\n",
       "      <td>-0.063706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4065</th>\n",
       "      <td>2024-12-31</td>\n",
       "      <td>Pmax</td>\n",
       "      <td>-0.075116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4066 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          month  sort         p\n",
       "0    1991-02-28    P1 -0.041567\n",
       "1    1991-02-28    P2  0.010496\n",
       "2    1991-02-28    P4  0.038284\n",
       "3    1991-02-28    P6  0.081305\n",
       "4    1991-02-28    P8  0.028134\n",
       "...         ...   ...       ...\n",
       "4061 2024-12-31    P6  0.013224\n",
       "4062 2024-12-31    P7 -0.014391\n",
       "4063 2024-12-31    P8 -0.039313\n",
       "4064 2024-12-31    P9 -0.063706\n",
       "4065 2024-12-31  Pmax -0.075116\n",
       "\n",
       "[4066 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Month plus one month \n",
    "portfolio_mom['month'] = portfolio_mom['month'] + MonthEnd(1)\n",
    "# drop NA\n",
    "portfolio_mom = portfolio_mom.dropna()\n",
    "portfolio_mom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "43e9b3cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>1991-02-28</th>\n",
       "      <td>-0.041567</td>\n",
       "      <td>0.010496</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.038284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.081305</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.028134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.002070</td>\n",
       "      <td>-0.039497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.133253</td>\n",
       "      <td>-0.069140</td>\n",
       "      <td>-0.133293</td>\n",
       "      <td>0.023904</td>\n",
       "      <td>-0.125264</td>\n",
       "      <td>0.070941</td>\n",
       "      <td>-0.133504</td>\n",
       "      <td>-0.044343</td>\n",
       "      <td>-0.070455</td>\n",
       "      <td>-0.059149</td>\n",
       "      <td>-0.074104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.122736</td>\n",
       "      <td>-0.123391</td>\n",
       "      <td>-0.103582</td>\n",
       "      <td>-0.077512</td>\n",
       "      <td>-0.133193</td>\n",
       "      <td>-0.000595</td>\n",
       "      <td>0.070484</td>\n",
       "      <td>-0.097744</td>\n",
       "      <td>0.120035</td>\n",
       "      <td>0.087227</td>\n",
       "      <td>-0.209963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-31</th>\n",
       "      <td>-0.006657</td>\n",
       "      <td>-0.129118</td>\n",
       "      <td>-0.036993</td>\n",
       "      <td>-0.120582</td>\n",
       "      <td>-0.130814</td>\n",
       "      <td>-0.031989</td>\n",
       "      <td>0.080639</td>\n",
       "      <td>0.055289</td>\n",
       "      <td>0.202117</td>\n",
       "      <td>0.238572</td>\n",
       "      <td>-0.245229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-30</th>\n",
       "      <td>-0.093032</td>\n",
       "      <td>-0.119551</td>\n",
       "      <td>-0.460637</td>\n",
       "      <td>-0.309901</td>\n",
       "      <td>0.190006</td>\n",
       "      <td>0.177858</td>\n",
       "      <td>0.213185</td>\n",
       "      <td>0.190283</td>\n",
       "      <td>0.166237</td>\n",
       "      <td>0.201980</td>\n",
       "      <td>-0.295012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.045370</td>\n",
       "      <td>-0.039031</td>\n",
       "      <td>-0.039789</td>\n",
       "      <td>-0.014291</td>\n",
       "      <td>-0.037746</td>\n",
       "      <td>-0.032279</td>\n",
       "      <td>-0.039920</td>\n",
       "      <td>-0.022724</td>\n",
       "      <td>-0.027649</td>\n",
       "      <td>-0.073343</td>\n",
       "      <td>0.027973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.270886</td>\n",
       "      <td>0.256217</td>\n",
       "      <td>0.229362</td>\n",
       "      <td>0.215553</td>\n",
       "      <td>0.222274</td>\n",
       "      <td>0.208572</td>\n",
       "      <td>0.158399</td>\n",
       "      <td>0.196238</td>\n",
       "      <td>0.151909</td>\n",
       "      <td>0.187023</td>\n",
       "      <td>0.083862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.039394</td>\n",
       "      <td>-0.003047</td>\n",
       "      <td>-0.003911</td>\n",
       "      <td>0.012068</td>\n",
       "      <td>-0.025691</td>\n",
       "      <td>0.003557</td>\n",
       "      <td>0.021287</td>\n",
       "      <td>0.038553</td>\n",
       "      <td>-0.006242</td>\n",
       "      <td>0.092651</td>\n",
       "      <td>-0.132045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>0.010205</td>\n",
       "      <td>0.011985</td>\n",
       "      <td>0.018754</td>\n",
       "      <td>0.012845</td>\n",
       "      <td>0.020719</td>\n",
       "      <td>0.044204</td>\n",
       "      <td>0.058569</td>\n",
       "      <td>0.034311</td>\n",
       "      <td>0.000472</td>\n",
       "      <td>-0.090222</td>\n",
       "      <td>0.100427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.040312</td>\n",
       "      <td>-0.010616</td>\n",
       "      <td>0.006970</td>\n",
       "      <td>0.010812</td>\n",
       "      <td>0.031850</td>\n",
       "      <td>0.013224</td>\n",
       "      <td>-0.014391</td>\n",
       "      <td>-0.039313</td>\n",
       "      <td>-0.063706</td>\n",
       "      <td>-0.075116</td>\n",
       "      <td>0.034804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>407 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "sort              P1        P2        P3        P4        P5        P6  \\\n",
       "month                                                                    \n",
       "1991-02-28 -0.041567  0.010496       NaN  0.038284       NaN  0.081305   \n",
       "1991-03-31 -0.133253 -0.069140 -0.133293  0.023904 -0.125264  0.070941   \n",
       "1991-04-30 -0.122736 -0.123391 -0.103582 -0.077512 -0.133193 -0.000595   \n",
       "1991-05-31 -0.006657 -0.129118 -0.036993 -0.120582 -0.130814 -0.031989   \n",
       "1991-06-30 -0.093032 -0.119551 -0.460637 -0.309901  0.190006  0.177858   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2024-08-31 -0.045370 -0.039031 -0.039789 -0.014291 -0.037746 -0.032279   \n",
       "2024-09-30  0.270886  0.256217  0.229362  0.215553  0.222274  0.208572   \n",
       "2024-10-31 -0.039394 -0.003047 -0.003911  0.012068 -0.025691  0.003557   \n",
       "2024-11-30  0.010205  0.011985  0.018754  0.012845  0.020719  0.044204   \n",
       "2024-12-31 -0.040312 -0.010616  0.006970  0.010812  0.031850  0.013224   \n",
       "\n",
       "sort              P7        P8        P9      Pmax  My_portfolio  \n",
       "month                                                             \n",
       "1991-02-28       NaN  0.028134       NaN -0.002070     -0.039497  \n",
       "1991-03-31 -0.133504 -0.044343 -0.070455 -0.059149     -0.074104  \n",
       "1991-04-30  0.070484 -0.097744  0.120035  0.087227     -0.209963  \n",
       "1991-05-31  0.080639  0.055289  0.202117  0.238572     -0.245229  \n",
       "1991-06-30  0.213185  0.190283  0.166237  0.201980     -0.295012  \n",
       "...              ...       ...       ...       ...           ...  \n",
       "2024-08-31 -0.039920 -0.022724 -0.027649 -0.073343      0.027973  \n",
       "2024-09-30  0.158399  0.196238  0.151909  0.187023      0.083862  \n",
       "2024-10-31  0.021287  0.038553 -0.006242  0.092651     -0.132045  \n",
       "2024-11-30  0.058569  0.034311  0.000472 -0.090222      0.100427  \n",
       "2024-12-31 -0.014391 -0.039313 -0.063706 -0.075116      0.034804  \n",
       "\n",
       "[407 rows x 11 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio_mom = portfolio_mom.pivot_table(index='month',\n",
    "                                                    columns='sort',\n",
    "                                                    values='p')\n",
    "# long lowest return stocks and short highest return stocks\n",
    "portfolio_mom['My_portfolio'] = portfolio_mom['P1'] - portfolio_mom['Pmax']\n",
    "portfolio_mom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8b6c5871",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sort</th>\n",
       "      <th>P1</th>\n",
       "      <th>P2</th>\n",
       "      <th>P3</th>\n",
       "      <th>P4</th>\n",
       "      <th>P5</th>\n",
       "      <th>P6</th>\n",
       "      <th>P7</th>\n",
       "      <th>P8</th>\n",
       "      <th>P9</th>\n",
       "      <th>Pmax</th>\n",
       "      <th>My_portfolio</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>-0.099504</td>\n",
       "      <td>-0.143138</td>\n",
       "      <td>-0.126409</td>\n",
       "      <td>-0.139308</td>\n",
       "      <td>-0.085355</td>\n",
       "      <td>-0.118229</td>\n",
       "      <td>-0.134357</td>\n",
       "      <td>-0.109772</td>\n",
       "      <td>-0.123795</td>\n",
       "      <td>-0.171014</td>\n",
       "      <td>0.071510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>0.001391</td>\n",
       "      <td>-0.033748</td>\n",
       "      <td>-0.033355</td>\n",
       "      <td>-0.049007</td>\n",
       "      <td>-0.031232</td>\n",
       "      <td>-0.023535</td>\n",
       "      <td>-0.021406</td>\n",
       "      <td>-0.010941</td>\n",
       "      <td>-0.020619</td>\n",
       "      <td>-0.022268</td>\n",
       "      <td>0.023659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.158266</td>\n",
       "      <td>0.169769</td>\n",
       "      <td>0.176323</td>\n",
       "      <td>0.136581</td>\n",
       "      <td>0.124047</td>\n",
       "      <td>0.075794</td>\n",
       "      <td>0.034796</td>\n",
       "      <td>0.121338</td>\n",
       "      <td>0.113594</td>\n",
       "      <td>0.073868</td>\n",
       "      <td>0.084398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>-0.107116</td>\n",
       "      <td>-0.106273</td>\n",
       "      <td>-0.117236</td>\n",
       "      <td>-0.090589</td>\n",
       "      <td>-0.122070</td>\n",
       "      <td>-0.125683</td>\n",
       "      <td>-0.128063</td>\n",
       "      <td>-0.108056</td>\n",
       "      <td>-0.107713</td>\n",
       "      <td>-0.110107</td>\n",
       "      <td>0.002991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.088567</td>\n",
       "      <td>0.190955</td>\n",
       "      <td>0.169538</td>\n",
       "      <td>0.144034</td>\n",
       "      <td>0.209618</td>\n",
       "      <td>0.134673</td>\n",
       "      <td>0.125142</td>\n",
       "      <td>0.188867</td>\n",
       "      <td>0.172653</td>\n",
       "      <td>0.186937</td>\n",
       "      <td>-0.098370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.045370</td>\n",
       "      <td>-0.039031</td>\n",
       "      <td>-0.039789</td>\n",
       "      <td>-0.014291</td>\n",
       "      <td>-0.037746</td>\n",
       "      <td>-0.032279</td>\n",
       "      <td>-0.039920</td>\n",
       "      <td>-0.022724</td>\n",
       "      <td>-0.027649</td>\n",
       "      <td>-0.073343</td>\n",
       "      <td>0.027973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.270886</td>\n",
       "      <td>0.256217</td>\n",
       "      <td>0.229362</td>\n",
       "      <td>0.215553</td>\n",
       "      <td>0.222274</td>\n",
       "      <td>0.208572</td>\n",
       "      <td>0.158399</td>\n",
       "      <td>0.196238</td>\n",
       "      <td>0.151909</td>\n",
       "      <td>0.187023</td>\n",
       "      <td>0.083862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.039394</td>\n",
       "      <td>-0.003047</td>\n",
       "      <td>-0.003911</td>\n",
       "      <td>0.012068</td>\n",
       "      <td>-0.025691</td>\n",
       "      <td>0.003557</td>\n",
       "      <td>0.021287</td>\n",
       "      <td>0.038553</td>\n",
       "      <td>-0.006242</td>\n",
       "      <td>0.092651</td>\n",
       "      <td>-0.132045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>0.010205</td>\n",
       "      <td>0.011985</td>\n",
       "      <td>0.018754</td>\n",
       "      <td>0.012845</td>\n",
       "      <td>0.020719</td>\n",
       "      <td>0.044204</td>\n",
       "      <td>0.058569</td>\n",
       "      <td>0.034311</td>\n",
       "      <td>0.000472</td>\n",
       "      <td>-0.090222</td>\n",
       "      <td>0.100427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.040312</td>\n",
       "      <td>-0.010616</td>\n",
       "      <td>0.006970</td>\n",
       "      <td>0.010812</td>\n",
       "      <td>0.031850</td>\n",
       "      <td>0.013224</td>\n",
       "      <td>-0.014391</td>\n",
       "      <td>-0.039313</td>\n",
       "      <td>-0.063706</td>\n",
       "      <td>-0.075116</td>\n",
       "      <td>0.034804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>360 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "sort              P1        P2        P3        P4        P5        P6  \\\n",
       "month                                                                    \n",
       "1995-01-31 -0.099504 -0.143138 -0.126409 -0.139308 -0.085355 -0.118229   \n",
       "1995-02-28  0.001391 -0.033748 -0.033355 -0.049007 -0.031232 -0.023535   \n",
       "1995-03-31  0.158266  0.169769  0.176323  0.136581  0.124047  0.075794   \n",
       "1995-04-30 -0.107116 -0.106273 -0.117236 -0.090589 -0.122070 -0.125683   \n",
       "1995-05-31  0.088567  0.190955  0.169538  0.144034  0.209618  0.134673   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2024-08-31 -0.045370 -0.039031 -0.039789 -0.014291 -0.037746 -0.032279   \n",
       "2024-09-30  0.270886  0.256217  0.229362  0.215553  0.222274  0.208572   \n",
       "2024-10-31 -0.039394 -0.003047 -0.003911  0.012068 -0.025691  0.003557   \n",
       "2024-11-30  0.010205  0.011985  0.018754  0.012845  0.020719  0.044204   \n",
       "2024-12-31 -0.040312 -0.010616  0.006970  0.010812  0.031850  0.013224   \n",
       "\n",
       "sort              P7        P8        P9      Pmax  My_portfolio  \n",
       "month                                                             \n",
       "1995-01-31 -0.134357 -0.109772 -0.123795 -0.171014      0.071510  \n",
       "1995-02-28 -0.021406 -0.010941 -0.020619 -0.022268      0.023659  \n",
       "1995-03-31  0.034796  0.121338  0.113594  0.073868      0.084398  \n",
       "1995-04-30 -0.128063 -0.108056 -0.107713 -0.110107      0.002991  \n",
       "1995-05-31  0.125142  0.188867  0.172653  0.186937     -0.098370  \n",
       "...              ...       ...       ...       ...           ...  \n",
       "2024-08-31 -0.039920 -0.022724 -0.027649 -0.073343      0.027973  \n",
       "2024-09-30  0.158399  0.196238  0.151909  0.187023      0.083862  \n",
       "2024-10-31  0.021287  0.038553 -0.006242  0.092651     -0.132045  \n",
       "2024-11-30  0.058569  0.034311  0.000472 -0.090222      0.100427  \n",
       "2024-12-31 -0.014391 -0.039313 -0.063706 -0.075116      0.034804  \n",
       "\n",
       "[360 rows x 11 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio_mom = portfolio_mom['1995-01':'2024-12']\n",
    "portfolio_mom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3ac02eec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           My_portfolio   R-squared:                      -0.000\n",
      "Model:                            OLS   Adj. R-squared:                 -0.000\n",
      "Method:                 Least Squares   F-statistic:                       nan\n",
      "Date:                Sun, 16 Nov 2025   Prob (F-statistic):                nan\n",
      "Time:                        19:16:44   Log-Likelihood:                 381.72\n",
      "No. Observations:                 299   AIC:                            -761.4\n",
      "Df Residuals:                     298   BIC:                            -757.7\n",
      "Df Model:                           0                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0077      0.004      2.013      0.044       0.000       0.015\n",
      "==============================================================================\n",
      "Omnibus:                       29.724   Durbin-Watson:                   2.032\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              124.257\n",
      "Skew:                          -0.220   Prob(JB):                     1.04e-27\n",
      "Kurtosis:                       6.127   Cond. No.                         1.00\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "model_port = smf.ols('My_portfolio ~ 1',\n",
    "                 data=portfolio_mom['2000-02':'2024-12']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "print(model_port.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "57936afa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MarketR</th>\n",
       "      <th>MarketR_e</th>\n",
       "      <th>rfmonth</th>\n",
       "      <th>MKT</th>\n",
       "      <th>ret_e</th>\n",
       "      <th>marketret3</th>\n",
       "      <th>marketret6</th>\n",
       "      <th>marketret12</th>\n",
       "      <th>Q</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1991-01-31</th>\n",
       "      <td>0.029998</td>\n",
       "      <td>0.036554</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>0.023068</td>\n",
       "      <td>0.029624</td>\n",
       "      <td>-0.084127</td>\n",
       "      <td>-0.305662</td>\n",
       "      <td>0.254049</td>\n",
       "      <td>1991 Q1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-02-28</th>\n",
       "      <td>0.010203</td>\n",
       "      <td>0.021860</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>0.003273</td>\n",
       "      <td>0.014930</td>\n",
       "      <td>-0.183573</td>\n",
       "      <td>-0.384745</td>\n",
       "      <td>0.241492</td>\n",
       "      <td>1991 Q1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.099663</td>\n",
       "      <td>-0.060425</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>-0.106593</td>\n",
       "      <td>-0.067355</td>\n",
       "      <td>-0.252928</td>\n",
       "      <td>-0.445049</td>\n",
       "      <td>0.288857</td>\n",
       "      <td>1991 Q1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.079652</td>\n",
       "      <td>-0.031449</td>\n",
       "      <td>0.006651</td>\n",
       "      <td>-0.086303</td>\n",
       "      <td>-0.038100</td>\n",
       "      <td>-0.234776</td>\n",
       "      <td>-0.394937</td>\n",
       "      <td>0.691749</td>\n",
       "      <td>1991 Q2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-31</th>\n",
       "      <td>-0.074521</td>\n",
       "      <td>0.005375</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.080613</td>\n",
       "      <td>-0.000717</td>\n",
       "      <td>-0.236294</td>\n",
       "      <td>0.181673</td>\n",
       "      <td>1.542701</td>\n",
       "      <td>1991 Q2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.031468</td>\n",
       "      <td>-0.033685</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>-0.032586</td>\n",
       "      <td>-0.034803</td>\n",
       "      <td>0.151050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024 Q3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.195992</td>\n",
       "      <td>0.227078</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.194874</td>\n",
       "      <td>0.225960</td>\n",
       "      <td>0.200147</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024 Q3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.003409</td>\n",
       "      <td>0.070220</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>-0.004527</td>\n",
       "      <td>0.069102</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024 Q4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>0.009724</td>\n",
       "      <td>0.045312</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>0.008606</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024 Q4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.002679</td>\n",
       "      <td>-0.040799</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>-0.003797</td>\n",
       "      <td>-0.041917</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024 Q4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>408 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             MarketR  MarketR_e   rfmonth       MKT     ret_e  marketret3  \\\n",
       "month                                                                       \n",
       "1991-01-31  0.029998   0.036554  0.006930  0.023068  0.029624   -0.084127   \n",
       "1991-02-28  0.010203   0.021860  0.006930  0.003273  0.014930   -0.183573   \n",
       "1991-03-31 -0.099663  -0.060425  0.006930 -0.106593 -0.067355   -0.252928   \n",
       "1991-04-30 -0.079652  -0.031449  0.006651 -0.086303 -0.038100   -0.234776   \n",
       "1991-05-31 -0.074521   0.005375  0.006092 -0.080613 -0.000717   -0.236294   \n",
       "...              ...        ...       ...       ...       ...         ...   \n",
       "2024-08-31 -0.031468  -0.033685  0.001118 -0.032586 -0.034803    0.151050   \n",
       "2024-09-30  0.195992   0.227078  0.001118  0.194874  0.225960    0.200147   \n",
       "2024-10-31 -0.003409   0.070220  0.001118 -0.004527  0.069102    0.000228   \n",
       "2024-11-30  0.009724   0.045312  0.001118  0.008606  0.044194         NaN   \n",
       "2024-12-31 -0.002679  -0.040799  0.001118 -0.003797 -0.041917         NaN   \n",
       "\n",
       "            marketret6  marketret12        Q  \n",
       "month                                         \n",
       "1991-01-31   -0.305662     0.254049  1991 Q1  \n",
       "1991-02-28   -0.384745     0.241492  1991 Q1  \n",
       "1991-03-31   -0.445049     0.288857  1991 Q1  \n",
       "1991-04-30   -0.394937     0.691749  1991 Q2  \n",
       "1991-05-31    0.181673     1.542701  1991 Q2  \n",
       "...                ...          ...      ...  \n",
       "2024-08-31         NaN          NaN  2024 Q3  \n",
       "2024-09-30         NaN          NaN  2024 Q3  \n",
       "2024-10-31         NaN          NaN  2024 Q4  \n",
       "2024-11-30         NaN          NaN  2024 Q4  \n",
       "2024-12-31         NaN          NaN  2024 Q4  \n",
       "\n",
       "[408 rows x 9 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pandas.tseries.offsets import MonthEnd # 月末\n",
    "Market_ret = pd.read_csv('Marketret_mon_stock2024.csv')\n",
    "Market_ret['month'] = pd.to_datetime(Market_ret['month'], format='%b %Y') + MonthEnd(0)\n",
    "Market_ret.set_index('month', inplace=True)\n",
    "Market_ret.sort_index(inplace=True)\n",
    "Market_ret = Market_ret.drop(columns=['Unnamed: 0'])\n",
    "Market_ret.rename(columns={'ret': 'MKT'}, inplace=True)\n",
    "Market_ret"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "817baede",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>P1</th>\n",
       "      <th>Pmax</th>\n",
       "      <th>My_portfolio</th>\n",
       "      <th>MKT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-31</th>\n",
       "      <td>0.126771</td>\n",
       "      <td>0.285285</td>\n",
       "      <td>-0.158515</td>\n",
       "      <td>0.158982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-29</th>\n",
       "      <td>0.123699</td>\n",
       "      <td>0.125865</td>\n",
       "      <td>-0.002165</td>\n",
       "      <td>0.120168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-31</th>\n",
       "      <td>0.038587</td>\n",
       "      <td>-0.041766</td>\n",
       "      <td>0.080353</td>\n",
       "      <td>0.054070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-04-30</th>\n",
       "      <td>-0.003899</td>\n",
       "      <td>-0.010539</td>\n",
       "      <td>0.006641</td>\n",
       "      <td>0.011158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-31</th>\n",
       "      <td>0.025069</td>\n",
       "      <td>0.037238</td>\n",
       "      <td>-0.012170</td>\n",
       "      <td>0.025835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.045370</td>\n",
       "      <td>-0.073343</td>\n",
       "      <td>0.027973</td>\n",
       "      <td>-0.032586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.270886</td>\n",
       "      <td>0.187023</td>\n",
       "      <td>0.083862</td>\n",
       "      <td>0.194874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.039394</td>\n",
       "      <td>0.092651</td>\n",
       "      <td>-0.132045</td>\n",
       "      <td>-0.004527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>0.010205</td>\n",
       "      <td>-0.090222</td>\n",
       "      <td>0.100427</td>\n",
       "      <td>0.008606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.040312</td>\n",
       "      <td>-0.075116</td>\n",
       "      <td>0.034804</td>\n",
       "      <td>-0.003797</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  P1      Pmax  My_portfolio       MKT\n",
       "month                                                 \n",
       "2000-01-31  0.126771  0.285285     -0.158515  0.158982\n",
       "2000-02-29  0.123699  0.125865     -0.002165  0.120168\n",
       "2000-03-31  0.038587 -0.041766      0.080353  0.054070\n",
       "2000-04-30 -0.003899 -0.010539      0.006641  0.011158\n",
       "2000-05-31  0.025069  0.037238     -0.012170  0.025835\n",
       "...              ...       ...           ...       ...\n",
       "2024-08-31 -0.045370 -0.073343      0.027973 -0.032586\n",
       "2024-09-30  0.270886  0.187023      0.083862  0.194874\n",
       "2024-10-31 -0.039394  0.092651     -0.132045 -0.004527\n",
       "2024-11-30  0.010205 -0.090222      0.100427  0.008606\n",
       "2024-12-31 -0.040312 -0.075116      0.034804 -0.003797\n",
       "\n",
       "[300 rows x 4 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MYPOR = portfolio_mom[['P1','Pmax','My_portfolio']]\n",
    "MYPOR = MYPOR.dropna()\n",
    "MYPOR = pd.merge(MYPOR,Market_ret[['MKT']],left_index=True,right_index=True,how='left')\n",
    "MYPOR['month'] = pd.date_range(start = '1995',periods=len(MYPOR),freq = 'ME')\n",
    "MYPOR.set_index('month', inplace = True)\n",
    "MYPOR = MYPOR[\"2000\":]\n",
    "MYPOR\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8f1e8533",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           My_portfolio   R-squared:                       0.000\n",
      "Model:                            OLS   Adj. R-squared:                 -0.003\n",
      "Method:                 Least Squares   F-statistic:                   0.02524\n",
      "Date:                Sun, 16 Nov 2025   Prob (F-statistic):              0.874\n",
      "Time:                        19:17:33   Log-Likelihood:                 381.75\n",
      "No. Observations:                 299   AIC:                            -759.5\n",
      "Df Residuals:                     297   BIC:                            -752.1\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0077      0.004      2.084      0.037       0.000       0.015\n",
      "MKT           -0.0113      0.071     -0.159      0.874      -0.151       0.128\n",
      "==============================================================================\n",
      "Omnibus:                       28.966   Durbin-Watson:                   2.038\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              120.048\n",
      "Skew:                          -0.203   Prob(JB):                     8.55e-27\n",
      "Kurtosis:                       6.077   Cond. No.                         13.3\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "model_port = smf.ols('My_portfolio ~ MKT',\n",
    "                 data=MYPOR['2000-02':'2024-12']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "print(model_port.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe3882e0",
   "metadata": {},
   "source": [
    "结果解读"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ff339017",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sharpe Ratio: 0.3618955526781271\n"
     ]
    }
   ],
   "source": [
    "# 计算投资组合的Sharpe Ratio\n",
    "sharpe_ratio = MYPOR['My_portfolio'].mean() / MYPOR['My_portfolio'].std() * np.sqrt(12)\n",
    "print(f\"Sharpe Ratio: {sharpe_ratio}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0b281239",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>P1</th>\n",
       "      <th>Pmax</th>\n",
       "      <th>My_portfolio</th>\n",
       "      <th>MKT</th>\n",
       "      <th>price_portfolio</th>\n",
       "      <th>price_p1</th>\n",
       "      <th>price_pmax</th>\n",
       "      <th>price_market</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-31</th>\n",
       "      <td>0.126771</td>\n",
       "      <td>0.285285</td>\n",
       "      <td>-0.158515</td>\n",
       "      <td>0.158982</td>\n",
       "      <td>0.841485</td>\n",
       "      <td>1.126771</td>\n",
       "      <td>1.285285</td>\n",
       "      <td>1.158982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-29</th>\n",
       "      <td>0.123699</td>\n",
       "      <td>0.125865</td>\n",
       "      <td>-0.002165</td>\n",
       "      <td>0.120168</td>\n",
       "      <td>0.839663</td>\n",
       "      <td>1.266151</td>\n",
       "      <td>1.447057</td>\n",
       "      <td>1.298255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-31</th>\n",
       "      <td>0.038587</td>\n",
       "      <td>-0.041766</td>\n",
       "      <td>0.080353</td>\n",
       "      <td>0.054070</td>\n",
       "      <td>0.907133</td>\n",
       "      <td>1.315008</td>\n",
       "      <td>1.386619</td>\n",
       "      <td>1.368451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-04-30</th>\n",
       "      <td>-0.003899</td>\n",
       "      <td>-0.010539</td>\n",
       "      <td>0.006641</td>\n",
       "      <td>0.011158</td>\n",
       "      <td>0.913156</td>\n",
       "      <td>1.309881</td>\n",
       "      <td>1.372005</td>\n",
       "      <td>1.383720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-31</th>\n",
       "      <td>0.025069</td>\n",
       "      <td>0.037238</td>\n",
       "      <td>-0.012170</td>\n",
       "      <td>0.025835</td>\n",
       "      <td>0.902044</td>\n",
       "      <td>1.342718</td>\n",
       "      <td>1.423097</td>\n",
       "      <td>1.419469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.045370</td>\n",
       "      <td>-0.073343</td>\n",
       "      <td>0.027973</td>\n",
       "      <td>-0.032586</td>\n",
       "      <td>3.884593</td>\n",
       "      <td>3.282065</td>\n",
       "      <td>0.384855</td>\n",
       "      <td>2.612189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.270886</td>\n",
       "      <td>0.187023</td>\n",
       "      <td>0.083862</td>\n",
       "      <td>0.194874</td>\n",
       "      <td>4.210363</td>\n",
       "      <td>4.171129</td>\n",
       "      <td>0.456831</td>\n",
       "      <td>3.121237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-31</th>\n",
       "      <td>-0.039394</td>\n",
       "      <td>0.092651</td>\n",
       "      <td>-0.132045</td>\n",
       "      <td>-0.004527</td>\n",
       "      <td>3.654406</td>\n",
       "      <td>4.006810</td>\n",
       "      <td>0.499157</td>\n",
       "      <td>3.107107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-30</th>\n",
       "      <td>0.010205</td>\n",
       "      <td>-0.090222</td>\n",
       "      <td>0.100427</td>\n",
       "      <td>0.008606</td>\n",
       "      <td>4.021405</td>\n",
       "      <td>4.047699</td>\n",
       "      <td>0.454122</td>\n",
       "      <td>3.133847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>-0.040312</td>\n",
       "      <td>-0.075116</td>\n",
       "      <td>0.034804</td>\n",
       "      <td>-0.003797</td>\n",
       "      <td>4.161365</td>\n",
       "      <td>3.884527</td>\n",
       "      <td>0.420010</td>\n",
       "      <td>3.121948</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  P1      Pmax  My_portfolio       MKT  price_portfolio  \\\n",
       "month                                                                     \n",
       "2000-01-31  0.126771  0.285285     -0.158515  0.158982         0.841485   \n",
       "2000-02-29  0.123699  0.125865     -0.002165  0.120168         0.839663   \n",
       "2000-03-31  0.038587 -0.041766      0.080353  0.054070         0.907133   \n",
       "2000-04-30 -0.003899 -0.010539      0.006641  0.011158         0.913156   \n",
       "2000-05-31  0.025069  0.037238     -0.012170  0.025835         0.902044   \n",
       "...              ...       ...           ...       ...              ...   \n",
       "2024-08-31 -0.045370 -0.073343      0.027973 -0.032586         3.884593   \n",
       "2024-09-30  0.270886  0.187023      0.083862  0.194874         4.210363   \n",
       "2024-10-31 -0.039394  0.092651     -0.132045 -0.004527         3.654406   \n",
       "2024-11-30  0.010205 -0.090222      0.100427  0.008606         4.021405   \n",
       "2024-12-31 -0.040312 -0.075116      0.034804 -0.003797         4.161365   \n",
       "\n",
       "            price_p1  price_pmax  price_market  \n",
       "month                                           \n",
       "2000-01-31  1.126771    1.285285      1.158982  \n",
       "2000-02-29  1.266151    1.447057      1.298255  \n",
       "2000-03-31  1.315008    1.386619      1.368451  \n",
       "2000-04-30  1.309881    1.372005      1.383720  \n",
       "2000-05-31  1.342718    1.423097      1.419469  \n",
       "...              ...         ...           ...  \n",
       "2024-08-31  3.282065    0.384855      2.612189  \n",
       "2024-09-30  4.171129    0.456831      3.121237  \n",
       "2024-10-31  4.006810    0.499157      3.107107  \n",
       "2024-11-30  4.047699    0.454122      3.133847  \n",
       "2024-12-31  3.884527    0.420010      3.121948  \n",
       "\n",
       "[300 rows x 8 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还原投资策略的价格\n",
    "MYPOR_pic = MYPOR['2000-01':'2024-12'].copy()\n",
    "MYPOR_pic['price_portfolio'] = (1 + MYPOR_pic['My_portfolio']).cumprod()\n",
    "MYPOR_pic['price_p1'] = (1 + MYPOR_pic['P1']).cumprod()\n",
    "MYPOR_pic['price_pmax'] = (1 + MYPOR_pic['Pmax']).cumprod()\n",
    "MYPOR_pic['price_market'] = (1 + MYPOR_pic['MKT']).cumprod()\n",
    "MYPOR_pic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6024eaae",
   "metadata": {},
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      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
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   "source": [
    "# 画图\n",
    "fig = plt.figure(figsize=(10, 4))\n",
    "plt.plot(\n",
    "    'price_portfolio',  \n",
    "    '.-r', \n",
    "    label='Price of My Portfolio',  \n",
    "    linewidth=1, \n",
    "    data=MYPOR_pic)  \n",
    "plt.title(\"China's Stock Market\") \n",
    "plt.xlabel('Month') \n",
    "plt.ylabel('Return') \n",
    "\n",
    "plt.plot(\n",
    "    'price_market', \n",
    "    '.-b', \n",
    "    label='Price of Market', \n",
    "    linewidth=1, \n",
    "    data=MYPOR_pic) \n",
    "\n",
    "plt.plot(\n",
    "    'price_p1', \n",
    "    '.-g', \n",
    "    label='Price of Lowest', \n",
    "    linewidth=1, \n",
    "    data=MYPOR_pic) \n",
    "\n",
    "plt.plot(\n",
    "    'price_pmax', \n",
    "    '.-c', \n",
    "    label='Price of Highest', \n",
    "    linewidth=1, \n",
    "    data=MYPOR_pic) \n",
    "\n",
    "# plot legend\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(True)\n",
    "\n",
    "# 添加横线 1\n",
    "plt.axhline(y=1, color='gray', linewidth=1)\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "acd5fb3f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Drawdown: -0.5192818427532462\n"
     ]
    }
   ],
   "source": [
    "# 计算累积收益率\n",
    "MYPOR['cumulative_return'] = (1 + MYPOR['My_portfolio']).cumprod()\n",
    "\n",
    "# 计算滚动最大值\n",
    "MYPOR['rolling_max'] = MYPOR['cumulative_return'].cummax()\n",
    "\n",
    "# 计算回撤\n",
    "MYPOR['drawdown'] = MYPOR['cumulative_return'] / MYPOR['rolling_max'] - 1\n",
    "\n",
    "# 计算最大回撤\n",
    "max_drawdown = MYPOR['drawdown'].min()\n",
    "print(f\"Maximum Drawdown: {max_drawdown}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d9c8eec8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Drawdown: -0.5192818427532462\n",
      "Maximum Drawdown Start Date: 2014-08-31 00:00:00\n",
      "Maximum Drawdown End Date: 2015-04-30 00:00:00\n"
     ]
    }
   ],
   "source": [
    "# 找出最大回撤的时间\n",
    "max_drawdown_end = MYPOR['drawdown'].idxmin() # 返回 Series 中最小值的索引\n",
    "max_drawdown_start = MYPOR.loc[:max_drawdown_end, 'cumulative_return'].idxmax() # 这部分代码选择了从数据开始到 max_drawdown_end 时间点之间的所有累积收益率\n",
    "\n",
    "print(f\"Maximum Drawdown: {max_drawdown}\")\n",
    "print(f\"Maximum Drawdown Start Date: {max_drawdown_start}\")\n",
    "print(f\"Maximum Drawdown End Date: {max_drawdown_end}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16998c8b",
   "metadata": {},
   "source": [
    "投资策略评估指标体系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a0d3b9b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "投资组合策略评估指标\n",
      "================================================================================\n",
      "累积收益率 (Cumulative Return).........................              316.14%\n",
      "年化收益率 (Annualized Return).........................                5.87%\n",
      "月平均收益率 (Average Monthly Return)...................                0.71%\n",
      "月度波动率 (Monthly Volatility)........................                6.82%\n",
      "年化波动率 (Annualized Volatility).....................               23.62%\n",
      "最大回撤 (Maximum Drawdown)...........................              -51.93%\n",
      "下行标准差 (Downside Deviation)........................                4.79%\n",
      "VaR (95%).........................................               -9.92%\n",
      "CVaR (95%)........................................              -14.76%\n",
      "夏普比率 (Sharpe Ratio)...............................               0.2349\n",
      "索提诺比率 (Sortino Ratio).............................               0.3346\n",
      "卡玛比率 (Calmar Ratio)...............................               0.1130\n",
      "信息比率 (Information Ratio)..........................               0.0149\n",
      "跟踪误差 (Tracking Error).............................               35.81%\n",
      "胜率 (Win Rate).....................................               53.67%\n",
      "盈亏比 (Profit/Loss Ratio)...........................               1.1515\n",
      "最长回撤期 (月) (Max Drawdown Duration).................                106.6\n",
      "最大回撤开始时间..........................................              2014-08\n",
      "最大回撤结束时间..........................................              2015-04\n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "# 构建完整的策略评估函数\n",
    "def calculate_strategy_metrics(returns, benchmark_returns=None, rf_rate=0.03/12):\n",
    "    \"\"\"\n",
    "    计算投资策略的全面评估指标\n",
    "    \n",
    "    Parameters:\n",
    "    -----------\n",
    "    returns : pd.Series\n",
    "        策略收益率序列（月度）\n",
    "    benchmark_returns : pd.Series, optional\n",
    "        基准收益率序列（用于计算Information Ratio）\n",
    "    rf_rate : float\n",
    "        月度无风险利率，默认年化3%\n",
    "    \n",
    "    Returns:\n",
    "    --------\n",
    "    dict : 包含所有评估指标的字典\n",
    "    \"\"\"\n",
    "    \n",
    "    metrics = {}\n",
    "    \n",
    "    # 1. 收益指标\n",
    "    # 累积收益率\n",
    "    cumulative_return = (1 + returns).prod() - 1\n",
    "    metrics['累积收益率 (Cumulative Return)'] = f\"{cumulative_return:.2%}\"\n",
    "    \n",
    "    # 年化收益率\n",
    "    n_months = len(returns)\n",
    "    n_years = n_months / 12\n",
    "    annualized_return = (1 + cumulative_return) ** (1/n_years) - 1\n",
    "    metrics['年化收益率 (Annualized Return)'] = f\"{annualized_return:.2%}\"\n",
    "    \n",
    "    # 月平均收益率\n",
    "    avg_monthly_return = returns.mean()\n",
    "    metrics['月平均收益率 (Average Monthly Return)'] = f\"{avg_monthly_return:.2%}\"\n",
    "    \n",
    "    # 2. 风险指标\n",
    "    # 收益率标准差\n",
    "    volatility = returns.std()\n",
    "    metrics['月度波动率 (Monthly Volatility)'] = f\"{volatility:.2%}\"\n",
    "    \n",
    "    # 年化波动率\n",
    "    annualized_volatility = volatility * np.sqrt(12)\n",
    "    metrics['年化波动率 (Annualized Volatility)'] = f\"{annualized_volatility:.2%}\"\n",
    "    \n",
    "    # 最大回撤\n",
    "    cumulative = (1 + returns).cumprod()\n",
    "    running_max = cumulative.cummax()\n",
    "    drawdown = cumulative / running_max - 1\n",
    "    max_drawdown = drawdown.min()\n",
    "    metrics['最大回撤 (Maximum Drawdown)'] = f\"{max_drawdown:.2%}\"\n",
    "    \n",
    "    # 下行风险（只考虑负收益的标准差）\n",
    "    downside_returns = returns[returns < 0]\n",
    "    downside_deviation = downside_returns.std()\n",
    "    metrics['下行标准差 (Downside Deviation)'] = f\"{downside_deviation:.2%}\"\n",
    "    \n",
    "    # VaR (5% 分位数)\n",
    "    var_95 = returns.quantile(0.05)\n",
    "    metrics['VaR (95%)'] = f\"{var_95:.2%}\"\n",
    "    \n",
    "    # CVaR (条件VaR, 最差5%的平均值)\n",
    "    cvar_95 = returns[returns <= var_95].mean()\n",
    "    metrics['CVaR (95%)'] = f\"{cvar_95:.2%}\"\n",
    "    \n",
    "    # 3. 风险调整收益指标\n",
    "    # 夏普比率\n",
    "    excess_returns = returns - rf_rate\n",
    "    sharpe_ratio = excess_returns.mean() / excess_returns.std() * np.sqrt(12)\n",
    "    metrics['夏普比率 (Sharpe Ratio)'] = f\"{sharpe_ratio:.4f}\"\n",
    "    \n",
    "    # 索提诺比率（使用下行风险）\n",
    "    if downside_deviation > 0:\n",
    "        sortino_ratio = excess_returns.mean() / downside_deviation * np.sqrt(12)\n",
    "        metrics['索提诺比率 (Sortino Ratio)'] = f\"{sortino_ratio:.4f}\"\n",
    "    else:\n",
    "        metrics['索提诺比率 (Sortino Ratio)'] = \"N/A\"\n",
    "    \n",
    "    # 卡玛比率（年化收益率/最大回撤）\n",
    "    if max_drawdown < 0:\n",
    "        calmar_ratio = annualized_return / abs(max_drawdown)\n",
    "        metrics['卡玛比率 (Calmar Ratio)'] = f\"{calmar_ratio:.4f}\"\n",
    "    else:\n",
    "        metrics['卡玛比率 (Calmar Ratio)'] = \"N/A\"\n",
    "    \n",
    "    # 信息比率（如果提供了基准）\n",
    "    if benchmark_returns is not None:\n",
    "        active_returns = returns - benchmark_returns\n",
    "        tracking_error = active_returns.std()\n",
    "        if tracking_error > 0:\n",
    "            information_ratio = active_returns.mean() / tracking_error * np.sqrt(12)\n",
    "            metrics['信息比率 (Information Ratio)'] = f\"{information_ratio:.4f}\"\n",
    "            metrics['跟踪误差 (Tracking Error)'] = f\"{tracking_error * np.sqrt(12):.2%}\"\n",
    "        else:\n",
    "            metrics['信息比率 (Information Ratio)'] = \"N/A\"\n",
    "            metrics['跟踪误差 (Tracking Error)'] = \"N/A\"\n",
    "    \n",
    "    # 4. 其他重要指标\n",
    "    # 胜率\n",
    "    win_rate = (returns > 0).sum() / len(returns)\n",
    "    metrics['胜率 (Win Rate)'] = f\"{win_rate:.2%}\"\n",
    "    \n",
    "    # 盈亏比\n",
    "    avg_gain = returns[returns > 0].mean()\n",
    "    avg_loss = abs(returns[returns < 0].mean())\n",
    "    if avg_loss > 0:\n",
    "        profit_loss_ratio = avg_gain / avg_loss\n",
    "        metrics['盈亏比 (Profit/Loss Ratio)'] = f\"{profit_loss_ratio:.4f}\"\n",
    "    else:\n",
    "        metrics['盈亏比 (Profit/Loss Ratio)'] = \"N/A\"\n",
    "    \n",
    "    # 最长回撤期\n",
    "    # 找到所有创新高的时间点\n",
    "    is_new_high = cumulative == running_max\n",
    "    new_high_dates = cumulative[is_new_high].index\n",
    "    \n",
    "    # 计算每次创新高之间的间隔\n",
    "    if len(new_high_dates) > 1:\n",
    "        max_drawdown_duration = 0\n",
    "        for i in range(len(new_high_dates) - 1):\n",
    "            duration = (new_high_dates[i+1] - new_high_dates[i]).days / 30  # 转换为月\n",
    "            max_drawdown_duration = max(max_drawdown_duration, duration)\n",
    "        metrics['最长回撤期 (月) (Max Drawdown Duration)'] = f\"{max_drawdown_duration:.1f}\"\n",
    "    else:\n",
    "        metrics['最长回撤期 (月) (Max Drawdown Duration)'] = \"N/A\"\n",
    "    \n",
    "    # 最大回撤起止时间\n",
    "    max_dd_end = drawdown.idxmin()\n",
    "    max_dd_start = cumulative.loc[:max_dd_end].idxmax()\n",
    "    metrics['最大回撤开始时间'] = max_dd_start.strftime('%Y-%m')\n",
    "    metrics['最大回撤结束时间'] = max_dd_end.strftime('%Y-%m')\n",
    "    \n",
    "    return metrics\n",
    "\n",
    "# 使用示例\n",
    "print(\"=\" * 80)\n",
    "print(\"投资组合策略评估指标\")\n",
    "print(\"=\" * 80)\n",
    "portfolio_metrics = calculate_strategy_metrics(\n",
    "    MYPOR['My_portfolio'], \n",
    "    benchmark_returns=MYPOR['MKT'],\n",
    "    rf_rate=0.03/12  # 假设年化无风险利率为3%\n",
    ")\n",
    "\n",
    "for key, value in portfolio_metrics.items():\n",
    "    print(f\"{key:.<50} {value:>20}\")\n",
    "print(\"=\" * 80)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "54ec5bec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "================================================================================\n",
      "不同投资组合的对比分析\n",
      "================================================================================\n",
      "\n",
      "【反转策略 (My Portfolio)】\n",
      "--------------------------------------------------------------------------------\n",
      "累积收益率 (Cumulative Return).........................              316.14%\n",
      "年化收益率 (Annualized Return).........................                5.87%\n",
      "年化波动率 (Annualized Volatility).....................               23.62%\n",
      "最大回撤 (Maximum Drawdown)...........................              -51.93%\n",
      "夏普比率 (Sharpe Ratio)...............................               0.2349\n",
      "索提诺比率 (Sortino Ratio).............................               0.3346\n",
      "卡玛比率 (Calmar Ratio)...............................               0.1130\n",
      "胜率 (Win Rate).....................................               53.67%\n",
      "\n",
      "【市场组合 (Market)】\n",
      "--------------------------------------------------------------------------------\n",
      "累积收益率 (Cumulative Return).........................              212.19%\n",
      "年化收益率 (Annualized Return).........................                4.66%\n",
      "年化波动率 (Annualized Volatility).....................               26.24%\n",
      "最大回撤 (Maximum Drawdown)...........................              -70.74%\n",
      "夏普比率 (Sharpe Ratio)...............................               0.1910\n",
      "索提诺比率 (Sortino Ratio).............................               0.2875\n",
      "卡玛比率 (Calmar Ratio)...............................               0.0659\n",
      "胜率 (Win Rate).....................................               53.67%\n",
      "\n",
      "【最低收益组 (P1)】\n",
      "--------------------------------------------------------------------------------\n",
      "累积收益率 (Cumulative Return).........................              288.45%\n",
      "年化收益率 (Annualized Return).........................                5.58%\n",
      "年化波动率 (Annualized Volatility).....................               31.20%\n",
      "最大回撤 (Maximum Drawdown)...........................              -66.59%\n",
      "夏普比率 (Sharpe Ratio)...............................               0.2318\n",
      "索提诺比率 (Sortino Ratio).............................               0.3799\n",
      "卡玛比率 (Calmar Ratio)...............................               0.0838\n",
      "胜率 (Win Rate).....................................               52.67%\n",
      "\n",
      "【最高收益组 (Pmax)】\n",
      "--------------------------------------------------------------------------------\n",
      "累积收益率 (Cumulative Return).........................              -58.00%\n",
      "年化收益率 (Annualized Return).........................               -3.41%\n",
      "年化波动率 (Annualized Volatility).....................               31.94%\n",
      "最大回撤 (Maximum Drawdown)...........................              -91.05%\n",
      "夏普比率 (Sharpe Ratio)...............................              -0.0412\n",
      "索提诺比率 (Sortino Ratio).............................              -0.0617\n",
      "卡玛比率 (Calmar Ratio)...............................              -0.0375\n",
      "胜率 (Win Rate).....................................               49.67%\n",
      "\n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "# 对比分析：我的策略 vs 市场 vs P1 vs Pmax\n",
    "print(\"\\n\" + \"=\" * 80)\n",
    "print(\"不同投资组合的对比分析\")\n",
    "print(\"=\" * 80)\n",
    "\n",
    "strategies = {\n",
    "    '反转策略 (My Portfolio)': MYPOR['My_portfolio'],\n",
    "    '市场组合 (Market)': MYPOR['MKT'],\n",
    "    '最低收益组 (P1)': MYPOR['P1'],\n",
    "    '最高收益组 (Pmax)': MYPOR['Pmax']\n",
    "}\n",
    "\n",
    "comparison_results = []\n",
    "\n",
    "for name, returns in strategies.items():\n",
    "    print(f\"\\n【{name}】\")\n",
    "    print(\"-\" * 80)\n",
    "    metrics = calculate_strategy_metrics(returns, benchmark_returns=MYPOR['MKT'], rf_rate=0.03/12)\n",
    "    \n",
    "    # 只显示关键指标\n",
    "    key_metrics = [\n",
    "        '累积收益率 (Cumulative Return)',\n",
    "        '年化收益率 (Annualized Return)',\n",
    "        '年化波动率 (Annualized Volatility)',\n",
    "        '最大回撤 (Maximum Drawdown)',\n",
    "        '夏普比率 (Sharpe Ratio)',\n",
    "        '索提诺比率 (Sortino Ratio)',\n",
    "        '卡玛比率 (Calmar Ratio)',\n",
    "        '胜率 (Win Rate)'\n",
    "    ]\n",
    "    \n",
    "    for key in key_metrics:\n",
    "        if key in metrics:\n",
    "            print(f\"{key:.<50} {metrics[key]:>20}\")\n",
    "    \n",
    "    # 保存用于后续对比\n",
    "    comparison_results.append({\n",
    "        '策略': name,\n",
    "        '年化收益': metrics['年化收益率 (Annualized Return)'],\n",
    "        '年化波动': metrics['年化波动率 (Annualized Volatility)'],\n",
    "        '夏普比率': metrics['夏普比率 (Sharpe Ratio)'],\n",
    "        '最大回撤': metrics['最大回撤 (Maximum Drawdown)']\n",
    "    })\n",
    "\n",
    "print(\"\\n\" + \"=\" * 80)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2a7cf6d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "策略对比汇总表:\n",
      "                 策略   年化收益   年化波动    夏普比率    最大回撤\n",
      "反转策略 (My Portfolio)  5.87% 23.62%  0.2349 -51.93%\n",
      "      市场组合 (Market)  4.66% 26.24%  0.1910 -70.74%\n",
      "         最低收益组 (P1)  5.58% 31.20%  0.2318 -66.59%\n",
      "       最高收益组 (Pmax) -3.41% 31.94% -0.0412 -91.05%\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 创建对比表格\n",
    "comparison_df = pd.DataFrame(comparison_results)\n",
    "print(\"\\n策略对比汇总表:\")\n",
    "print(comparison_df.to_string(index=False))\n",
    "print(\"\\n\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d80b878",
   "metadata": {},
   "source": [
    "回撤分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "294477e9",
   "metadata": {},
   "outputs": [
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   "source": [
    "# 绘制完整的回撤图\n",
    "cumulative_return = (1 + MYPOR['My_portfolio']).cumprod()\n",
    "running_max = cumulative_return.cummax()\n",
    "drawdown = (cumulative_return / running_max - 1) * 100  # 转换为百分比\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(12, 6))\n",
    "\n",
    "# 累积收益率和最大值\n",
    "axes[0].plot(cumulative_return.index, cumulative_return, 'b-', label='Strategy Net Value', linewidth=2)\n",
    "axes[0].plot(running_max.index, running_max, 'r--', label='Historical Peak Value', linewidth=1, alpha=0.7)\n",
    "axes[0].set_title('Strategy Net Value Curve', fontsize=14, fontweight='bold')\n",
    "axes[0].set_ylabel('Cumulative Net Value')\n",
    "axes[0].legend(loc='upper left')\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# 回撤曲线\n",
    "axes[1].fill_between(drawdown.index, drawdown, 0, color='red', alpha=0.3)\n",
    "axes[1].plot(drawdown.index, drawdown, 'r-', linewidth=1)\n",
    "axes[1].set_title('Drawdown Curve', fontsize=14, fontweight='bold')\n",
    "axes[1].set_ylabel('Drawdown (%)')\n",
    "axes[1].set_xlabel('Time')\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "# 标注最大回撤点\n",
    "max_dd_value = drawdown.min()\n",
    "max_dd_date = drawdown.idxmin()\n",
    "axes[1].plot(max_dd_date, max_dd_value, 'ro', markersize=10)\n",
    "axes[1].annotate(f'Max Drawdown: {max_dd_value:.2f}%\\n{max_dd_date.strftime(\"%Y-%m\")}',\n",
    "                xy=(max_dd_date, max_dd_value),\n",
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    "plt.tight_layout();\n",
    "plt.show();"
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  },
  {
   "cell_type": "markdown",
   "id": "3692e1e6",
   "metadata": {},
   "source": [
    "年度和季度表现分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "186a45cf",
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    {
     "name": "stdout",
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     "text": [
      "Annual Returns (%):\n",
      "       Reversal Strategy  Market  Lowest Return Group  Highest Return Group\n",
      "month                                                                      \n",
      "2000              -21.47   53.24                37.89                 67.39\n",
      "2001              -24.32  -25.73               -23.81                 -3.83\n",
      "2002                7.05  -20.56               -15.84                -20.71\n",
      "2003               -0.01   -4.89                -5.91                 -7.01\n",
      "2004                4.13  -17.90               -25.85                -28.61\n",
      "2005               16.20  -11.89                 0.77                -14.94\n",
      "2006              -24.68  113.02                96.11                142.35\n",
      "2007               10.28  166.61               160.12                124.64\n",
      "2008               42.76  -65.06               -58.76                -71.73\n",
      "2009               33.31  104.97               121.50                 61.01\n",
      "2010               12.01   -8.65                -0.03                -13.50\n",
      "2011               35.28  -24.94               -25.89                -46.37\n",
      "2012               38.95    1.70                23.24                -11.17\n",
      "2013                1.76   -2.48                 5.01                  2.29\n",
      "2014              -35.29   49.26                19.77                 59.43\n",
      "2015               63.38   20.07                62.68                -15.15\n",
      "2016               39.43  -12.69                -7.56                -35.03\n",
      "2017              -14.03    6.82               -12.00                  2.53\n",
      "2018               -4.54  -26.84               -31.27                -28.37\n",
      "2019               21.39   27.68                41.81                 17.40\n",
      "2020              -12.73   21.68                23.87                 38.36\n",
      "2021              -14.24    6.91                -5.93                  4.22\n",
      "2022               36.63  -16.82               -11.84                -36.64\n",
      "2023              -10.72   -4.41               -11.59                 -3.41\n",
      "2024               19.06   12.36                -0.34                -16.59\n",
      "\n",
      "Average Annual Return (%): 8.78\n",
      "Annual Return Std Dev (%): 25.57\n",
      "Positive Return Years: 15/25\n"
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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
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   ],
   "source": [
    "# 年度表现\n",
    "annual_returns = MYPOR.groupby(MYPOR.index.year).agg({\n",
    "    'My_portfolio': lambda x: (1 + x).prod() - 1,\n",
    "    'MKT': lambda x: (1 + x).prod() - 1,\n",
    "    'P1': lambda x: (1 + x).prod() - 1,\n",
    "    'Pmax': lambda x: (1 + x).prod() - 1\n",
    "})\n",
    "\n",
    "annual_returns.columns = ['Reversal Strategy', 'Market', 'Lowest Return Group', 'Highest Return Group']\n",
    "annual_returns = annual_returns * 100  # Convert to percentage\n",
    "\n",
    "print(\"Annual Returns (%):\")\n",
    "print(annual_returns.round(2))\n",
    "print(f\"\\nAverage Annual Return (%): {annual_returns['Reversal Strategy'].mean():.2f}\")\n",
    "print(f\"Annual Return Std Dev (%): {annual_returns['Reversal Strategy'].std():.2f}\")\n",
    "print(f\"Positive Return Years: {(annual_returns['Reversal Strategy'] > 0).sum()}/{len(annual_returns)}\")\n",
    "\n",
    "# Plot annual returns comparison\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "x = np.arange(len(annual_returns))\n",
    "width = 0.2\n",
    "\n",
    "bars1 = ax.bar(x - 1.5*width, annual_returns['Reversal Strategy'], width, label='Reversal Strategy', alpha=0.8)\n",
    "bars2 = ax.bar(x - 0.5*width, annual_returns['Market'], width, label='Market', alpha=0.8)\n",
    "bars3 = ax.bar(x + 0.5*width, annual_returns['Lowest Return Group'], width, label='Lowest Return Group', alpha=0.8)\n",
    "bars4 = ax.bar(x + 1.5*width, annual_returns['Highest Return Group'], width, label='Highest Return Group', alpha=0.8)\n",
    "\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Return (%)')\n",
    "ax.set_title('Annual Returns Comparison', fontsize=14, fontweight='bold')\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(annual_returns.index, rotation=45)\n",
    "ax.legend()\n",
    "ax.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n",
    "ax.grid(True, alpha=0.3, axis='y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fbff3afc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Quarterly Returns (%):\n",
      "         Q1     Q2     Q3     Q4  Annual\n",
      "Year                                    \n",
      "2000  -9.29  -5.89  -7.48  -0.58  -21.47\n",
      "2001 -15.94 -14.23  -4.96  10.46  -24.32\n",
      "2002  -0.18   6.26   1.60  -0.66    7.05\n",
      "2003  15.88  -8.61  -0.11  -5.48   -0.01\n",
      "2004   3.92  -5.09   7.17  -1.49    4.13\n",
      "2005   7.90  -2.32   5.87   4.14   16.20\n",
      "2006   6.74 -10.72   3.62 -23.72  -24.68\n",
      "2007   1.57   2.81  -1.52   7.24   10.28\n",
      "2008  -8.99  10.90  26.68  11.66   42.76\n",
      "2009  18.09  -4.72  16.39   1.80   33.31\n",
      "2010   1.63  -8.76  -4.82  26.91   12.01\n",
      "2011  16.28  -1.47   1.01  16.89   35.28\n",
      "2012  12.35   3.04  14.64   4.70   38.95\n",
      "2013 -14.35   0.74   6.22  11.02    1.76\n",
      "2014   6.80   0.04   5.06 -42.36  -35.29\n",
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      "2022  -1.22   4.30   4.87  26.46   36.63\n",
      "2023  -0.84 -14.21  10.79  -5.27  -10.72\n",
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       "    </g>\n",
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       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
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       "    </g>\n",
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       "    </g>\n",
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       "    </g>\n",
       "    <g id=\"ytick_18\">\n",
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       "    </g>\n",
       "    <g id=\"ytick_19\">\n",
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       "    </g>\n",
       "    <g id=\"ytick_20\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(131.494141 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(195.117188 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
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       "    <!-- 5.9% -->\n",
       "    <g transform=\"translate(302.672016 212.01805) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_61\">\n",
       "    <!-- 4.1% -->\n",
       "    <g transform=\"translate(406.982416 212.01805) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_62\">\n",
       "    <!-- 16.2% -->\n",
       "    <g transform=\"translate(508.429691 212.01805) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_63\">\n",
       "    <!-- 6.7% -->\n",
       "    <g transform=\"translate(94.051216 243.23565) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
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       "    <!-- -10.7% -->\n",
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       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(195.117188 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(258.740234 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_65\">\n",
       "    <!-- 3.6% -->\n",
       "    <g transform=\"translate(302.672016 243.23565) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_66\">\n",
       "    <!-- -23.7% -->\n",
       "    <g transform=\"translate(402.495775 243.23565) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(195.117188 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- -24.7% -->\n",
       "    <g transform=\"translate(506.806175 243.23565) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(195.117188 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(258.740234 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_68\">\n",
       "    <!-- 1.6% -->\n",
       "    <g transform=\"translate(94.051216 274.45325) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_69\">\n",
       "    <!-- 2.8% -->\n",
       "    <g transform=\"translate(198.361616 274.45325) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_70\">\n",
       "    <!-- -1.5% -->\n",
       "    <g transform=\"translate(301.0485 274.45325) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(131.494141 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(195.117188 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_71\">\n",
       "    <!-- 7.2% -->\n",
       "    <g transform=\"translate(406.982416 274.45325) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_72\">\n",
       "    <!-- 10.3% -->\n",
       "    <g transform=\"translate(508.429691 274.45325) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_73\">\n",
       "    <!-- -9.0% -->\n",
       "    <g transform=\"translate(92.4277 305.67085) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-39\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(131.494141 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(195.117188 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_74\">\n",
       "    <!-- 10.9% -->\n",
       "    <g transform=\"translate(195.498491 305.67085) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-39\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_75\">\n",
       "    <!-- 26.7% -->\n",
       "    <g transform=\"translate(299.808891 305.67085) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_76\">\n",
       "    <!-- 11.7% -->\n",
       "    <g transform=\"translate(404.119291 305.67085) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_77\">\n",
       "    <!-- 42.8% -->\n",
       "    <g transform=\"translate(508.429691 305.67085) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_78\">\n",
       "    <!-- 18.1% -->\n",
       "    <g transform=\"translate(91.188091 336.88845) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_79\">\n",
       "    <!-- -4.7% -->\n",
       "    <g transform=\"translate(196.7381 336.88845) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(131.494141 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(195.117188 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_80\">\n",
       "    <!-- 16.4% -->\n",
       "    <g transform=\"translate(299.808891 336.88845) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_81\">\n",
       "    <!-- 1.8% -->\n",
       "    <g transform=\"translate(406.982416 336.88845) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_82\">\n",
       "    <!-- 33.3% -->\n",
       "    <g transform=\"translate(508.429691 336.88845) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_83\">\n",
       "    <!-- 1.6% -->\n",
       "    <g transform=\"translate(94.051216 368.10605) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_84\">\n",
       "    <!-- -8.8% -->\n",
       "    <g transform=\"translate(196.7381 368.10605) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(131.494141 0)\"/>\n",
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       "   </g>\n",
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       "    <!-- -4.8% -->\n",
       "    <g transform=\"translate(301.0485 368.10605) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
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       "   </g>\n",
       "   <g id=\"text_86\">\n",
       "    <!-- 26.9% -->\n",
       "    <g transform=\"translate(404.119291 368.10605) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
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       "    <!-- 12.0% -->\n",
       "    <g transform=\"translate(508.429691 368.10605) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
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       "   </g>\n",
       "   <g id=\"text_88\">\n",
       "    <!-- 16.3% -->\n",
       "    <g transform=\"translate(91.188091 399.32365) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
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       "   <g id=\"text_89\">\n",
       "    <!-- -1.5% -->\n",
       "    <g transform=\"translate(196.7381 399.32365) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(131.494141 0)\"/>\n",
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       "    <!-- 1.0% -->\n",
       "    <g transform=\"translate(302.672016 399.32365) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "    <!-- 16.9% -->\n",
       "    <g transform=\"translate(404.119291 399.32365) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 35.3% -->\n",
       "    <g transform=\"translate(508.429691 399.32365) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-33\"/>\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
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       "    <!-- 12.3% -->\n",
       "    <g transform=\"translate(91.188091 430.54125) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(159.033203 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_94\">\n",
       "    <!-- 3.0% -->\n",
       "    <g transform=\"translate(198.361616 430.54125) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_95\">\n",
       "    <!-- 14.6% -->\n",
       "    <g transform=\"translate(299.808891 430.54125) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_96\">\n",
       "    <!-- 4.7% -->\n",
       "    <g transform=\"translate(406.982416 430.54125) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
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       "    <!-- 38.9% -->\n",
       "    <g transform=\"translate(508.429691 430.54125) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-39\" transform=\"translate(159.033203 0)\"/>\n",
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       "    <!-- -14.3% -->\n",
       "    <g transform=\"translate(89.564575 461.75885) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(195.117188 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 0.7% -->\n",
       "    <g transform=\"translate(198.361616 461.75885) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 6.2% -->\n",
       "    <g transform=\"translate(302.672016 461.75885) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(95.410156 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 11.0% -->\n",
       "    <g transform=\"translate(404.119291 461.75885) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 1.8% -->\n",
       "    <g transform=\"translate(511.292816 461.75885) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 6.8% -->\n",
       "    <g transform=\"translate(94.051216 492.97645) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_104\">\n",
       "    <!-- 0.0% -->\n",
       "    <g transform=\"translate(198.361616 492.97645) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0)\"/>\n",
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       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_105\">\n",
       "    <!-- 5.1% -->\n",
       "    <g transform=\"translate(302.672016 492.97645) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_106\">\n",
       "    <!-- -42.4% -->\n",
       "    <g transform=\"translate(402.495775 492.97645) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(195.117188 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(258.740234 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_107\">\n",
       "    <!-- -35.3% -->\n",
       "    <g transform=\"translate(506.806175 492.97645) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(195.117188 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(258.740234 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_108\">\n",
       "    <!-- -0.6% -->\n",
       "    <g transform=\"translate(92.4277 524.19405) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-2d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(36.083984 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(99.707031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(131.494141 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(195.117188 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_109\">\n",
       "    <!-- 32.7% -->\n",
       "    <g transform=\"translate(195.498491 524.19405) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_110\">\n",
       "    <!-- 21.8% -->\n",
       "    <g transform=\"translate(299.808891 524.19405) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_111\">\n",
       "    <!-- 1.7% -->\n",
       "    <g transform=\"translate(406.982416 524.19405) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-37\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_112\">\n",
       "    <!-- 63.4% -->\n",
       "    <g transform=\"translate(508.429691 524.19405) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_113\">\n",
       "    <!-- 16.8% -->\n",
       "    <g transform=\"translate(91.188091 555.41165) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-38\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_114\">\n",
       "    <!-- 5.3% -->\n",
       "    <g transform=\"translate(198.361616 555.41165) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(95.410156 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_115\">\n",
       "    <!-- 13.2% -->\n",
       "    <g transform=\"translate(299.808891 555.41165) scale(0.09 -0.09)\">\n",
       "     <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(159.033203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(222.65625 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_116\">\n",
       "    <!-- 0.1% -->\n",
       "    <g transform=\"translate(406.982416 555.41165) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "     <use xlink:href=\"#DejaVuSans-25\" transform=\"translate(159.033203 0)\"/>\n",
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       "   </g>\n",
       "   <g id=\"text_117\">\n",
       "    <!-- 39.4% -->\n",
       "    <g transform=\"translate(508.429691 555.41165) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-39\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(159.033203 0)\"/>\n",
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       "    <!-- 4.0% -->\n",
       "    <g transform=\"translate(94.051216 586.62925) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "    <!-- -14.0% -->\n",
       "    <g transform=\"translate(193.874975 586.62925) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(163.330078 0)\"/>\n",
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       "    <!-- 0.3% -->\n",
       "    <g transform=\"translate(302.672016 586.62925) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "    <!-- -4.2% -->\n",
       "    <g transform=\"translate(405.3589 586.62925) scale(0.09 -0.09)\">\n",
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       "    <!-- -14.0% -->\n",
       "    <g transform=\"translate(506.806175 586.62925) scale(0.09 -0.09)\">\n",
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       "    <!-- 4.8% -->\n",
       "    <g transform=\"translate(94.051216 617.84685) scale(0.09 -0.09)\">\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- 14.8% -->\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
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       "    <!-- -14.2% -->\n",
       "    <g transform=\"translate(506.806175 711.49965) scale(0.09 -0.09)\">\n",
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       "    <!-- -1.2% -->\n",
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       "    <!-- 4.3% -->\n",
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       "    <!-- 4.9% -->\n",
       "    <g transform=\"translate(302.672016 742.71725) scale(0.09 -0.09)\">\n",
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       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0)\"/>\n",
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       "     <use xlink:href=\"#DejaVuSans-36\" transform=\"translate(63.623047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(127.246094 0)\"/>\n",
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   "source": [
    "# 季度表现热力图\n",
    "MYPOR_copy = MYPOR.copy()\n",
    "MYPOR_copy['Year'] = MYPOR_copy.index.year\n",
    "MYPOR_copy['Quarter'] = MYPOR_copy.index.quarter\n",
    "\n",
    "quarterly_returns = MYPOR_copy.groupby(['Year', 'Quarter'])['My_portfolio'].apply(\n",
    "    lambda x: (1 + x).prod() - 1\n",
    ") * 100\n",
    "\n",
    "# 转换为透视表\n",
    "quarterly_pivot = quarterly_returns.reset_index().pivot(index='Year', columns='Quarter', values='My_portfolio')\n",
    "quarterly_pivot.columns = ['Q1', 'Q2', 'Q3', 'Q4']\n",
    "\n",
    "# 添加年度收益率列\n",
    "quarterly_pivot['Annual'] = annual_returns['Reversal Strategy']\n",
    "\n",
    "print(\"\\nQuarterly Returns (%):\")\n",
    "print(quarterly_pivot.round(2))\n",
    "\n",
    "# 绘制热力图\n",
    "fig, ax = plt.subplots(figsize=(10, 12))\n",
    "im = ax.imshow(quarterly_pivot.values, cmap='RdYlGn', aspect='auto', vmin=-20, vmax=20)\n",
    "\n",
    "# 设置坐标轴\n",
    "ax.set_xticks(np.arange(len(quarterly_pivot.columns)))\n",
    "ax.set_yticks(np.arange(len(quarterly_pivot.index)))\n",
    "ax.set_xticklabels(quarterly_pivot.columns)\n",
    "ax.set_yticklabels(quarterly_pivot.index)\n",
    "\n",
    "# 在每个格子中显示数值\n",
    "for i in range(len(quarterly_pivot.index)):\n",
    "    for j in range(len(quarterly_pivot.columns)):\n",
    "        value = quarterly_pivot.values[i, j]\n",
    "        if not np.isnan(value):\n",
    "            text = ax.text(j, i, f'{value:.1f}%',\n",
    "                         ha=\"center\", va=\"center\", color=\"black\", fontsize=9)\n",
    "\n",
    "ax.set_title('Quarterly Returns Heatmap', fontsize=14, fontweight='bold', pad=20)\n",
    "ax.set_xlabel('Quarter')\n",
    "ax.set_ylabel('Year')\n",
    "\n",
    "# 添加颜色条\n",
    "cbar = plt.colorbar(im, ax=ax)\n",
    "cbar.set_label('Return (%)', rotation=270, labelpad=20)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show();\n"
   ]
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